FileBase DT1_rLS_20150726_2016um ElecNo 8 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 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 319584 data points of dimension 10. Starting from 20 clusters... --- Clustering full data set of 319584 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17014 members Mstep: Class 2 contains 16703 members Mstep: Class 3 contains 16898 members Mstep: Class 4 contains 16644 members Mstep: Class 5 contains 17053 members Mstep: Class 6 contains 17092 members Mstep: Class 7 contains 16879 members Mstep: Class 8 contains 16728 members Mstep: Class 9 contains 16760 members Mstep: Class 10 contains 16800 members Mstep: Class 11 contains 16728 members Mstep: Class 12 contains 16782 members Mstep: Class 13 contains 16685 members Mstep: Class 14 contains 16679 members Mstep: Class 15 contains 16799 members Mstep: Class 16 contains 16674 members Mstep: Class 17 contains 16967 members Mstep: Class 18 contains 16874 members Mstep: Class 19 contains 16825 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 37.285847 but Gain 418.267578 Score: -6824399.500000 Penalty: 7528.816406 Iteration 0F: 19 clusters Score -6824400 nChanged 302273 Entering Unmasked Mstep Mstep: Class 0 contains 2337 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 2443 members Mstep: Class 3 contains 2150 members Mstep: Class 4 contains 2951 members Mstep: Class 5 contains 2233 members Mstep: Class 6 contains 10728 members Mstep: Class 7 contains 7689 members Mstep: Class 8 contains 5532 members Mstep: Class 9 contains 6819 members Mstep: Class 10 contains 3837 members Mstep: Class 11 contains 6986 members Mstep: Class 12 contains 11921 members Mstep: Class 13 contains 13545 members Mstep: Class 14 contains 2308 members Mstep: Class 16 contains 8371 members Mstep: Class 17 contains 6250 members Mstep: Class 18 contains 214247 members Mstep: Class 19 contains 2386 members Entering Unmasked Estep ConsiderDeletion Score: -8221469.500000 Penalty: 7528.816406 Iteration 1F: 19 clusters Score -8221470 nChanged 52873 Entering Unmasked Mstep Mstep: Class 0 contains 645 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 1229 members Mstep: Class 3 contains 1462 members Mstep: Class 4 contains 3115 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 6392 members Mstep: Class 7 contains 6655 members Mstep: Class 8 contains 5279 members Mstep: Class 9 contains 2944 members Mstep: Class 10 contains 4851 members Mstep: Class 11 contains 9456 members Mstep: Class 12 contains 15131 members Mstep: Class 13 contains 15108 members Mstep: Class 14 contains 4586 members Mstep: Class 16 contains 5819 members Mstep: Class 17 contains 3726 members Mstep: Class 18 contains 217370 members Mstep: Class 19 contains 3128 members Entering Unmasked Estep ConsiderDeletion Score: -8338679.500000 Penalty: 7528.816406 Iteration 2F: 19 clusters Score -8338680 nChanged 40735 Entering Unmasked Mstep Mstep: Class 0 contains 344 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 1481 members Mstep: Class 4 contains 2761 members Mstep: Class 5 contains 3959 members Mstep: Class 6 contains 3748 members Mstep: Class 7 contains 6130 members Mstep: Class 8 contains 5027 members Mstep: Class 9 contains 1391 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 11914 members Mstep: Class 12 contains 20313 members Mstep: Class 13 contains 21431 members Mstep: Class 14 contains 7005 members Mstep: Class 16 contains 4283 members Mstep: Class 17 contains 2639 members Mstep: Class 18 contains 203810 members Mstep: Class 19 contains 4080 members Entering Unmasked Estep ConsiderDeletion Score: -8427420.000000 Penalty: 7528.816406 Iteration 3F: 19 clusters Score -8427420 nChanged 35949 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 1042 members Mstep: Class 3 contains 2362 members Mstep: Class 4 contains 2559 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 2266 members Mstep: Class 7 contains 6457 members Mstep: Class 8 contains 4657 members Mstep: Class 9 contains 716 members Mstep: Class 10 contains 4685 members Mstep: Class 11 contains 13838 members Mstep: Class 12 contains 26673 members Mstep: Class 13 contains 28227 members Mstep: Class 14 contains 9063 members Mstep: Class 16 contains 3923 members Mstep: Class 17 contains 2009 members Mstep: Class 18 contains 185189 members Mstep: Class 19 contains 4641 members Entering Unmasked Estep ConsiderDeletion Score: -8491472.000000 Penalty: 7528.816406 Iteration 4F: 19 clusters Score -8491472 nChanged 30009 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 1202 members Mstep: Class 3 contains 5593 members Mstep: Class 4 contains 2616 members Mstep: Class 5 contains 7002 members Mstep: Class 6 contains 1436 members Mstep: Class 7 contains 7108 members Mstep: Class 8 contains 3800 members Mstep: Class 9 contains 533 members Mstep: Class 10 contains 4760 members Mstep: Class 11 contains 15214 members Mstep: Class 12 contains 29080 members Mstep: Class 13 contains 34818 members Mstep: Class 14 contains 10734 members Mstep: Class 16 contains 3601 members Mstep: Class 17 contains 1683 members Mstep: Class 18 contains 168637 members Mstep: Class 19 contains 5153 members Entering Unmasked Estep ConsiderDeletion Score: -8530579.000000 Penalty: 7528.816406 Iteration 5F: 19 clusters Score -8530579 nChanged 28037 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 16697 members Mstep: Class 2 contains 1254 members Mstep: Class 3 contains 11304 members Mstep: Class 4 contains 2643 members Mstep: Class 5 contains 8139 members Mstep: Class 6 contains 1077 members Mstep: Class 7 contains 7371 members Mstep: Class 8 contains 2904 members Mstep: Class 9 contains 495 members Mstep: Class 10 contains 5060 members Mstep: Class 11 contains 16722 members Mstep: Class 12 contains 28911 members Mstep: Class 13 contains 40932 members Mstep: Class 14 contains 12361 members Mstep: Class 16 contains 3353 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 152774 members Mstep: Class 19 contains 5574 members Entering Unmasked Estep ConsiderDeletion Score: -8566115.000000 Penalty: 7528.816406 Iteration 6F: 19 clusters Score -8566115 nChanged 28904 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 1240 members Mstep: Class 3 contains 18977 members Mstep: Class 4 contains 2661 members Mstep: Class 5 contains 9385 members Mstep: Class 6 contains 912 members Mstep: Class 7 contains 7015 members Mstep: Class 8 contains 2268 members Mstep: Class 9 contains 559 members Mstep: Class 10 contains 5370 members Mstep: Class 11 contains 19423 members Mstep: Class 12 contains 28177 members Mstep: Class 13 contains 46380 members Mstep: Class 14 contains 13993 members Mstep: Class 16 contains 3199 members Mstep: Class 17 contains 2648 members Mstep: Class 18 contains 135902 members Mstep: Class 19 contains 5558 members Entering Unmasked Estep ConsiderDeletion Score: -8598301.000000 Penalty: 7528.816406 Iteration 7F: 19 clusters Score -8598301 nChanged 27851 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 14818 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 26315 members Mstep: Class 4 contains 2694 members Mstep: Class 5 contains 10758 members Mstep: Class 6 contains 815 members Mstep: Class 7 contains 6946 members Mstep: Class 8 contains 1866 members Mstep: Class 9 contains 687 members Mstep: Class 10 contains 5726 members Mstep: Class 11 contains 22826 members Mstep: Class 12 contains 27429 members Mstep: Class 13 contains 51087 members Mstep: Class 14 contains 14875 members Mstep: Class 16 contains 3029 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 119418 members Mstep: Class 19 contains 5019 members Entering Unmasked Estep ConsiderDeletion Score: -8624560.000000 Penalty: 7528.816406 Iteration 8F: 19 clusters Score -8624560 nChanged 24282 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 1417 members Mstep: Class 3 contains 31312 members Mstep: Class 4 contains 2813 members Mstep: Class 5 contains 12192 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 7523 members Mstep: Class 8 contains 1584 members Mstep: Class 9 contains 794 members Mstep: Class 10 contains 6038 members Mstep: Class 11 contains 26727 members Mstep: Class 12 contains 26893 members Mstep: Class 13 contains 54931 members Mstep: Class 14 contains 15031 members Mstep: Class 16 contains 2947 members Mstep: Class 17 contains 5590 members Mstep: Class 18 contains 104690 members Mstep: Class 19 contains 4369 members Entering Unmasked Estep ConsiderDeletion Score: -8646877.000000 Penalty: 7528.816406 Iteration 9F: 19 clusters Score -8646877 nChanged 20811 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 13571 members Mstep: Class 2 contains 1520 members Mstep: Class 3 contains 33763 members Mstep: Class 4 contains 3013 members Mstep: Class 5 contains 13325 members Mstep: Class 6 contains 640 members Mstep: Class 7 contains 8348 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 903 members Mstep: Class 10 contains 6225 members Mstep: Class 11 contains 29965 members Mstep: Class 12 contains 26482 members Mstep: Class 13 contains 58364 members Mstep: Class 14 contains 15747 members Mstep: Class 16 contains 2922 members Mstep: Class 17 contains 7816 members Mstep: Class 18 contains 91521 members Mstep: Class 19 contains 3985 members Entering Unmasked Estep ConsiderDeletion Score: -8661966.000000 Penalty: 7528.816406 Iteration 10F: 19 clusters Score -8661966 nChanged 18156 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 1567 members Mstep: Class 3 contains 35074 members Mstep: Class 4 contains 3225 members Mstep: Class 5 contains 14166 members Mstep: Class 6 contains 603 members Mstep: Class 7 contains 9197 members Mstep: Class 8 contains 1410 members Mstep: Class 9 contains 986 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 32132 members Mstep: Class 12 contains 26211 members Mstep: Class 13 contains 61050 members Mstep: Class 14 contains 16078 members Mstep: Class 16 contains 2899 members Mstep: Class 17 contains 10754 members Mstep: Class 18 contains 80172 members Mstep: Class 19 contains 3849 members Entering Unmasked Estep ConsiderDeletion Score: -8674778.000000 Penalty: 7528.816406 Iteration 11F: 19 clusters Score -8674778 nChanged 16483 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 1606 members Mstep: Class 3 contains 36188 members Mstep: Class 4 contains 3418 members Mstep: Class 5 contains 14752 members Mstep: Class 6 contains 617 members Mstep: Class 7 contains 9836 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 6419 members Mstep: Class 11 contains 33707 members Mstep: Class 12 contains 26059 members Mstep: Class 13 contains 62673 members Mstep: Class 14 contains 16214 members Mstep: Class 16 contains 2874 members Mstep: Class 17 contains 14352 members Mstep: Class 18 contains 70149 members Mstep: Class 19 contains 3831 members Entering Unmasked Estep ConsiderDeletion Score: -8687048.000000 Penalty: 7528.816406 Iteration 12F: 19 clusters Score -8687048 nChanged 14980 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 14862 members Mstep: Class 2 contains 1665 members Mstep: Class 3 contains 36888 members Mstep: Class 4 contains 3591 members Mstep: Class 5 contains 15113 members Mstep: Class 6 contains 651 members Mstep: Class 7 contains 10280 members Mstep: Class 8 contains 1637 members Mstep: Class 9 contains 1047 members Mstep: Class 10 contains 6501 members Mstep: Class 11 contains 34522 members Mstep: Class 12 contains 25936 members Mstep: Class 13 contains 63465 members Mstep: Class 14 contains 16493 members Mstep: Class 16 contains 2878 members Mstep: Class 17 contains 18404 members Mstep: Class 18 contains 61655 members Mstep: Class 19 contains 3950 members Entering Unmasked Estep ConsiderDeletion Score: -8697903.000000 Penalty: 7528.816406 Iteration 13Q: 19 clusters Score -8697903 nChanged 13021 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 1723 members Mstep: Class 3 contains 36816 members Mstep: Class 4 contains 3758 members Mstep: Class 5 contains 15501 members Mstep: Class 6 contains 719 members Mstep: Class 7 contains 10539 members Mstep: Class 8 contains 1785 members Mstep: Class 9 contains 1056 members Mstep: Class 10 contains 6499 members Mstep: Class 11 contains 34772 members Mstep: Class 12 contains 25825 members Mstep: Class 13 contains 63613 members Mstep: Class 14 contains 16734 members Mstep: Class 16 contains 2876 members Mstep: Class 17 contains 22519 members Mstep: Class 18 contains 55167 members Mstep: Class 19 contains 4184 members Entering Unmasked Estep ConsiderDeletion Score: -8706710.000000 Penalty: 7528.816406 Iteration 14Q: 19 clusters Score -8706710 nChanged 11599 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 1808 members Mstep: Class 3 contains 36542 members Mstep: Class 4 contains 3922 members Mstep: Class 5 contains 16027 members Mstep: Class 6 contains 801 members Mstep: Class 7 contains 10596 members Mstep: Class 8 contains 1957 members Mstep: Class 9 contains 1069 members Mstep: Class 10 contains 6435 members Mstep: Class 11 contains 34601 members Mstep: Class 12 contains 25701 members Mstep: Class 13 contains 63721 members Mstep: Class 14 contains 16847 members Mstep: Class 16 contains 2888 members Mstep: Class 17 contains 26055 members Mstep: Class 18 contains 50137 members Mstep: Class 19 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -8714185.000000 Penalty: 7528.816406 Iteration 15Q: 19 clusters Score -8714185 nChanged 10657 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 1951 members Mstep: Class 3 contains 36291 members Mstep: Class 4 contains 4001 members Mstep: Class 5 contains 16609 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 10559 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 1097 members Mstep: Class 10 contains 6317 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 25596 members Mstep: Class 13 contains 63889 members Mstep: Class 14 contains 16768 members Mstep: Class 16 contains 3034 members Mstep: Class 17 contains 28943 members Mstep: Class 18 contains 46063 members Mstep: Class 19 contains 4748 members Entering Unmasked Estep ConsiderDeletion Score: -8720637.000000 Penalty: 7528.816406 Iteration 16Q: 19 clusters Score -8720637 nChanged 10144 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 2075 members Mstep: Class 3 contains 36007 members Mstep: Class 4 contains 4023 members Mstep: Class 5 contains 17293 members Mstep: Class 6 contains 1019 members Mstep: Class 7 contains 10601 members Mstep: Class 8 contains 2313 members Mstep: Class 9 contains 1123 members Mstep: Class 10 contains 6198 members Mstep: Class 11 contains 33706 members Mstep: Class 12 contains 25480 members Mstep: Class 13 contains 64306 members Mstep: Class 14 contains 16572 members Mstep: Class 16 contains 3334 members Mstep: Class 17 contains 31212 members Mstep: Class 18 contains 42406 members Mstep: Class 19 contains 5081 members Entering Unmasked Estep ConsiderDeletion Score: -8727379.000000 Penalty: 7528.816406 Iteration 17Q: 19 clusters Score -8727379 nChanged 10224 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 2124 members Mstep: Class 3 contains 35728 members Mstep: Class 4 contains 3985 members Mstep: Class 5 contains 18193 members Mstep: Class 6 contains 1180 members Mstep: Class 7 contains 10740 members Mstep: Class 8 contains 2477 members Mstep: Class 9 contains 1152 members Mstep: Class 10 contains 6146 members Mstep: Class 11 contains 33207 members Mstep: Class 12 contains 25374 members Mstep: Class 13 contains 64825 members Mstep: Class 14 contains 16290 members Mstep: Class 16 contains 3879 members Mstep: Class 17 contains 33078 members Mstep: Class 18 contains 38743 members Mstep: Class 19 contains 5351 members Entering Unmasked Estep ConsiderDeletion Score: -8736717.000000 Penalty: 7528.816406 Iteration 18Q: 19 clusters Score -8736717 nChanged 10831 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17158 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 35374 members Mstep: Class 4 contains 3927 members Mstep: Class 5 contains 19258 members Mstep: Class 6 contains 1357 members Mstep: Class 7 contains 10826 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 6194 members Mstep: Class 11 contains 32894 members Mstep: Class 12 contains 25208 members Mstep: Class 13 contains 65421 members Mstep: Class 14 contains 15837 members Mstep: Class 16 contains 4904 members Mstep: Class 17 contains 34636 members Mstep: Class 18 contains 34943 members Mstep: Class 19 contains 5561 members Entering Unmasked Estep ConsiderDeletion Score: -8753381.000000 Penalty: 7528.816406 Iteration 19Q: 19 clusters Score -8753381 nChanged 11591 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 2184 members Mstep: Class 3 contains 34644 members Mstep: Class 4 contains 3862 members Mstep: Class 5 contains 20484 members Mstep: Class 6 contains 1531 members Mstep: Class 7 contains 10876 members Mstep: Class 8 contains 2869 members Mstep: Class 9 contains 1306 members Mstep: Class 10 contains 6314 members Mstep: Class 11 contains 32743 members Mstep: Class 12 contains 24967 members Mstep: Class 13 contains 66692 members Mstep: Class 14 contains 15548 members Mstep: Class 16 contains 6098 members Mstep: Class 17 contains 35785 members Mstep: Class 18 contains 30909 members Mstep: Class 19 contains 5732 members Entering Unmasked Estep ConsiderDeletion Score: -8771540.000000 Penalty: 7528.816406 Iteration 20F: 19 clusters Score -8771540 nChanged 11652 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 16596 members Mstep: Class 2 contains 2252 members Mstep: Class 3 contains 33683 members Mstep: Class 4 contains 3753 members Mstep: Class 5 contains 21884 members Mstep: Class 6 contains 1671 members Mstep: Class 7 contains 10987 members Mstep: Class 8 contains 3068 members Mstep: Class 9 contains 1399 members Mstep: Class 10 contains 6471 members Mstep: Class 11 contains 32459 members Mstep: Class 12 contains 24694 members Mstep: Class 13 contains 67939 members Mstep: Class 14 contains 15860 members Mstep: Class 16 contains 6839 members Mstep: Class 17 contains 37144 members Mstep: Class 18 contains 27033 members Mstep: Class 19 contains 5798 members Entering Unmasked Estep ConsiderDeletion Score: -8781062.000000 Penalty: 7528.816406 Iteration 21Q: 19 clusters Score -8781062 nChanged 9714 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16102 members Mstep: Class 2 contains 2315 members Mstep: Class 3 contains 32947 members Mstep: Class 4 contains 3675 members Mstep: Class 5 contains 23121 members Mstep: Class 6 contains 1834 members Mstep: Class 7 contains 11296 members Mstep: Class 8 contains 3157 members Mstep: Class 9 contains 1457 members Mstep: Class 10 contains 6629 members Mstep: Class 11 contains 32295 members Mstep: Class 12 contains 24418 members Mstep: Class 13 contains 68692 members Mstep: Class 14 contains 16318 members Mstep: Class 16 contains 7721 members Mstep: Class 17 contains 37761 members Mstep: Class 18 contains 24046 members Mstep: Class 19 contains 5747 members Entering Unmasked Estep ConsiderDeletion Score: -8787599.000000 Penalty: 7528.816406 Iteration 22Q: 19 clusters Score -8787599 nChanged 8721 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 2382 members Mstep: Class 3 contains 32397 members Mstep: Class 4 contains 3598 members Mstep: Class 5 contains 24170 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 11744 members Mstep: Class 8 contains 3134 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 6752 members Mstep: Class 11 contains 32209 members Mstep: Class 12 contains 24098 members Mstep: Class 13 contains 69136 members Mstep: Class 14 contains 16727 members Mstep: Class 16 contains 8619 members Mstep: Class 17 contains 38100 members Mstep: Class 18 contains 21610 members Mstep: Class 19 contains 5610 members Entering Unmasked Estep ConsiderDeletion Score: -8794081.000000 Penalty: 7528.816406 Iteration 23Q: 19 clusters Score -8794081 nChanged 8187 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 2463 members Mstep: Class 3 contains 31948 members Mstep: Class 4 contains 3519 members Mstep: Class 5 contains 25040 members Mstep: Class 6 contains 2353 members Mstep: Class 7 contains 12429 members Mstep: Class 8 contains 3009 members Mstep: Class 9 contains 1504 members Mstep: Class 10 contains 6857 members Mstep: Class 11 contains 32203 members Mstep: Class 12 contains 23727 members Mstep: Class 13 contains 69171 members Mstep: Class 14 contains 17105 members Mstep: Class 16 contains 9592 members Mstep: Class 17 contains 38275 members Mstep: Class 18 contains 19573 members Mstep: Class 19 contains 5358 members Entering Unmasked Estep ConsiderDeletion Score: -8802880.000000 Penalty: 7528.816406 Iteration 24Q: 19 clusters Score -8802880 nChanged 7317 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 15343 members Mstep: Class 2 contains 2560 members Mstep: Class 3 contains 31625 members Mstep: Class 4 contains 3426 members Mstep: Class 5 contains 25543 members Mstep: Class 6 contains 2721 members Mstep: Class 7 contains 12992 members Mstep: Class 8 contains 2866 members Mstep: Class 9 contains 1516 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 32234 members Mstep: Class 12 contains 23331 members Mstep: Class 13 contains 68894 members Mstep: Class 14 contains 17408 members Mstep: Class 16 contains 10512 members Mstep: Class 17 contains 38262 members Mstep: Class 18 contains 18398 members Mstep: Class 19 contains 5031 members Entering Unmasked Estep ConsiderDeletion Score: -8811936.000000 Penalty: 7528.816406 Iteration 25Q: 19 clusters Score -8811936 nChanged 6506 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 15489 members Mstep: Class 2 contains 2703 members Mstep: Class 3 contains 31394 members Mstep: Class 4 contains 3346 members Mstep: Class 5 contains 25856 members Mstep: Class 6 contains 3120 members Mstep: Class 7 contains 13261 members Mstep: Class 8 contains 2792 members Mstep: Class 9 contains 1527 members Mstep: Class 10 contains 6854 members Mstep: Class 11 contains 32253 members Mstep: Class 12 contains 22942 members Mstep: Class 13 contains 68184 members Mstep: Class 14 contains 17653 members Mstep: Class 16 contains 11401 members Mstep: Class 17 contains 38096 members Mstep: Class 18 contains 18025 members Mstep: Class 19 contains 4635 members Entering Unmasked Estep ConsiderDeletion Score: -8817189.000000 Penalty: 7528.816406 Iteration 26Q: 19 clusters Score -8817189 nChanged 5610 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 2813 members Mstep: Class 3 contains 31215 members Mstep: Class 4 contains 3287 members Mstep: Class 5 contains 25995 members Mstep: Class 6 contains 3375 members Mstep: Class 7 contains 13446 members Mstep: Class 8 contains 2753 members Mstep: Class 9 contains 1553 members Mstep: Class 10 contains 6813 members Mstep: Class 11 contains 32261 members Mstep: Class 12 contains 22635 members Mstep: Class 13 contains 67415 members Mstep: Class 14 contains 17890 members Mstep: Class 16 contains 12171 members Mstep: Class 17 contains 37922 members Mstep: Class 18 contains 18040 members Mstep: Class 19 contains 4202 members Entering Unmasked Estep ConsiderDeletion Score: -8819357.000000 Penalty: 7528.816406 Iteration 27Q: 19 clusters Score -8819357 nChanged 4676 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 16021 members Mstep: Class 2 contains 2884 members Mstep: Class 3 contains 31032 members Mstep: Class 4 contains 3212 members Mstep: Class 5 contains 26028 members Mstep: Class 6 contains 3488 members Mstep: Class 7 contains 13655 members Mstep: Class 8 contains 2744 members Mstep: Class 9 contains 1579 members Mstep: Class 10 contains 6769 members Mstep: Class 11 contains 32308 members Mstep: Class 12 contains 22437 members Mstep: Class 13 contains 66797 members Mstep: Class 14 contains 18090 members Mstep: Class 16 contains 12796 members Mstep: Class 17 contains 37837 members Mstep: Class 18 contains 18098 members Mstep: Class 19 contains 3761 members Entering Unmasked Estep ConsiderDeletion Score: -8820862.000000 Penalty: 7528.816406 Iteration 28Q: 19 clusters Score -8820862 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 2908 members Mstep: Class 3 contains 30857 members Mstep: Class 4 contains 3130 members Mstep: Class 5 contains 26041 members Mstep: Class 6 contains 3556 members Mstep: Class 7 contains 13952 members Mstep: Class 8 contains 2720 members Mstep: Class 9 contains 1600 members Mstep: Class 10 contains 6688 members Mstep: Class 11 contains 32404 members Mstep: Class 12 contains 22298 members Mstep: Class 13 contains 66240 members Mstep: Class 14 contains 18255 members Mstep: Class 16 contains 13303 members Mstep: Class 17 contains 37780 members Mstep: Class 18 contains 18204 members Mstep: Class 19 contains 3341 members Entering Unmasked Estep ConsiderDeletion Score: -8822063.000000 Penalty: 7528.816406 Iteration 29Q: 19 clusters Score -8822063 nChanged 3818 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 16463 members Mstep: Class 2 contains 2910 members Mstep: Class 3 contains 30607 members Mstep: Class 4 contains 3037 members Mstep: Class 5 contains 26074 members Mstep: Class 6 contains 3545 members Mstep: Class 7 contains 14240 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 1618 members Mstep: Class 10 contains 6614 members Mstep: Class 11 contains 32467 members Mstep: Class 12 contains 22212 members Mstep: Class 13 contains 65802 members Mstep: Class 14 contains 18413 members Mstep: Class 16 contains 13722 members Mstep: Class 17 contains 37753 members Mstep: Class 18 contains 18413 members Mstep: Class 19 contains 2969 members Entering Unmasked Estep ConsiderDeletion Score: -8823168.000000 Penalty: 7528.816406 Iteration 30Q: 19 clusters Score -8823168 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 2924 members Mstep: Class 3 contains 30016 members Mstep: Class 4 contains 2940 members Mstep: Class 5 contains 26094 members Mstep: Class 6 contains 3518 members Mstep: Class 7 contains 14479 members Mstep: Class 8 contains 2638 members Mstep: Class 9 contains 1650 members Mstep: Class 10 contains 6527 members Mstep: Class 11 contains 32505 members Mstep: Class 12 contains 22133 members Mstep: Class 13 contains 65512 members Mstep: Class 14 contains 18550 members Mstep: Class 16 contains 14063 members Mstep: Class 17 contains 37735 members Mstep: Class 18 contains 18947 members Mstep: Class 19 contains 2659 members Entering Unmasked Estep ConsiderDeletion Score: -8824978.000000 Penalty: 7528.816406 Iteration 31Q: 19 clusters Score -8824978 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 2923 members Mstep: Class 3 contains 28574 members Mstep: Class 4 contains 2841 members Mstep: Class 5 contains 26081 members Mstep: Class 6 contains 3496 members Mstep: Class 7 contains 14719 members Mstep: Class 8 contains 2586 members Mstep: Class 9 contains 1701 members Mstep: Class 10 contains 6419 members Mstep: Class 11 contains 32514 members Mstep: Class 12 contains 22059 members Mstep: Class 13 contains 65274 members Mstep: Class 14 contains 18751 members Mstep: Class 16 contains 14354 members Mstep: Class 17 contains 37737 members Mstep: Class 18 contains 20279 members Mstep: Class 19 contains 2401 members Entering Unmasked Estep ConsiderDeletion Score: -8828176.000000 Penalty: 7528.816406 Iteration 32Q: 19 clusters Score -8828176 nChanged 4485 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 2919 members Mstep: Class 3 contains 26878 members Mstep: Class 4 contains 2715 members Mstep: Class 5 contains 26126 members Mstep: Class 6 contains 3473 members Mstep: Class 7 contains 14905 members Mstep: Class 8 contains 2501 members Mstep: Class 9 contains 1758 members Mstep: Class 10 contains 6264 members Mstep: Class 11 contains 32478 members Mstep: Class 12 contains 21979 members Mstep: Class 13 contains 65127 members Mstep: Class 14 contains 19098 members Mstep: Class 16 contains 14609 members Mstep: Class 17 contains 37803 members Mstep: Class 18 contains 21606 members Mstep: Class 19 contains 2226 members Entering Unmasked Estep ConsiderDeletion Score: -8830376.000000 Penalty: 7528.816406 Iteration 33Q: 19 clusters Score -8830376 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 2909 members Mstep: Class 3 contains 25978 members Mstep: Class 4 contains 2585 members Mstep: Class 5 contains 26183 members Mstep: Class 6 contains 3431 members Mstep: Class 7 contains 15080 members Mstep: Class 8 contains 2403 members Mstep: Class 9 contains 1828 members Mstep: Class 10 contains 6069 members Mstep: Class 11 contains 32394 members Mstep: Class 12 contains 21882 members Mstep: Class 13 contains 65058 members Mstep: Class 14 contains 19545 members Mstep: Class 16 contains 14809 members Mstep: Class 17 contains 37917 members Mstep: Class 18 contains 22057 members Mstep: Class 19 contains 2069 members Entering Unmasked Estep ConsiderDeletion Score: -8831751.000000 Penalty: 7528.816406 Iteration 34Q: 19 clusters Score -8831751 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 2912 members Mstep: Class 3 contains 25417 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 26253 members Mstep: Class 6 contains 3387 members Mstep: Class 7 contains 15237 members Mstep: Class 8 contains 2354 members Mstep: Class 9 contains 1921 members Mstep: Class 10 contains 5917 members Mstep: Class 11 contains 32284 members Mstep: Class 12 contains 21750 members Mstep: Class 13 contains 65010 members Mstep: Class 14 contains 19972 members Mstep: Class 16 contains 14940 members Mstep: Class 17 contains 37999 members Mstep: Class 18 contains 22199 members Mstep: Class 19 contains 1965 members Entering Unmasked Estep ConsiderDeletion Score: -8832939.000000 Penalty: 7528.816406 Iteration 35Q: 19 clusters Score -8832939 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 2938 members Mstep: Class 3 contains 24994 members Mstep: Class 4 contains 2362 members Mstep: Class 5 contains 26322 members Mstep: Class 6 contains 3342 members Mstep: Class 7 contains 15398 members Mstep: Class 8 contains 2314 members Mstep: Class 9 contains 2029 members Mstep: Class 10 contains 5787 members Mstep: Class 11 contains 32130 members Mstep: Class 12 contains 21569 members Mstep: Class 13 contains 65037 members Mstep: Class 14 contains 20283 members Mstep: Class 16 contains 15008 members Mstep: Class 17 contains 38068 members Mstep: Class 18 contains 22252 members Mstep: Class 19 contains 2010 members Entering Unmasked Estep ConsiderDeletion Score: -8834142.000000 Penalty: 7528.816406 Iteration 36Q: 19 clusters Score -8834142 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 24594 members Mstep: Class 4 contains 2302 members Mstep: Class 5 contains 26401 members Mstep: Class 6 contains 3310 members Mstep: Class 7 contains 15535 members Mstep: Class 8 contains 2297 members Mstep: Class 9 contains 2184 members Mstep: Class 10 contains 5661 members Mstep: Class 11 contains 31925 members Mstep: Class 12 contains 21328 members Mstep: Class 13 contains 65082 members Mstep: Class 14 contains 20521 members Mstep: Class 16 contains 15066 members Mstep: Class 17 contains 38126 members Mstep: Class 18 contains 22265 members Mstep: Class 19 contains 2278 members Entering Unmasked Estep ConsiderDeletion Score: -8834906.000000 Penalty: 7528.816406 Iteration 37Q: 19 clusters Score -8834906 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 2998 members Mstep: Class 3 contains 24279 members Mstep: Class 4 contains 2257 members Mstep: Class 5 contains 26452 members Mstep: Class 6 contains 3280 members Mstep: Class 7 contains 15659 members Mstep: Class 8 contains 2285 members Mstep: Class 9 contains 2373 members Mstep: Class 10 contains 5567 members Mstep: Class 11 contains 31749 members Mstep: Class 12 contains 21043 members Mstep: Class 13 contains 65138 members Mstep: Class 14 contains 20698 members Mstep: Class 16 contains 15119 members Mstep: Class 17 contains 38180 members Mstep: Class 18 contains 22265 members Mstep: Class 19 contains 2531 members Entering Unmasked Estep ConsiderDeletion Score: -8835699.000000 Penalty: 7528.816406 Iteration 38Q: 19 clusters Score -8835699 nChanged 1779 Entering ConstructFrom: Score: -8835699.000000 Penalty: 7528.816406 Entering ConstructFrom: Trying to split cluster 1 (17627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17627 members Entering Unmasked Estep Score: -488949.250000 Penalty: 322.647186 Iteration 0F: 2 clusters Score -488949.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -477199.468750 Penalty: 645.294373 Iteration 0F: 3 clusters Score -477199.5 nChanged 8462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -484576.187500 Penalty: 645.294373 Iteration 1F: 3 clusters Score -484576.2 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -486199.250000 Penalty: 645.294373 Iteration 2F: 3 clusters Score -486199.2 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -487343.312500 Penalty: 645.294373 Iteration 3F: 3 clusters Score -487343.3 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -488069.281250 Penalty: 645.294373 Iteration 4F: 3 clusters Score -488069.3 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -488600.625000 Penalty: 645.294373 Iteration 5Q: 3 clusters Score -488600.6 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -488966.250000 Penalty: 645.294373 Iteration 6Q: 3 clusters Score -488966.2 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14741 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -489299.812500 Penalty: 645.294373 Iteration 7Q: 3 clusters Score -489299.8 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -489595.750000 Penalty: 645.294373 Iteration 8Q: 3 clusters Score -489595.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -489748.187500 Penalty: 645.294373 Iteration 9Q: 3 clusters Score -489748.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -489845.437500 Penalty: 645.294373 Iteration 10Q: 3 clusters Score -489845.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -489935.562500 Penalty: 645.294373 Iteration 11Q: 3 clusters Score -489935.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15959 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -490024.062500 Penalty: 645.294373 Iteration 12Q: 3 clusters Score -490024.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16082 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -490095.031250 Penalty: 645.294373 Iteration 13Q: 3 clusters Score -490095 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16197 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -490163.062500 Penalty: 645.294373 Iteration 14Q: 3 clusters Score -490163.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16284 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -490216.187500 Penalty: 645.294373 Iteration 15Q: 3 clusters Score -490216.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -490291.250000 Penalty: 645.294373 Iteration 16Q: 3 clusters Score -490291.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -490374.125000 Penalty: 645.294373 Iteration 17Q: 3 clusters Score -490374.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -490467.531250 Penalty: 645.294373 Iteration 18Q: 3 clusters Score -490467.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -490567.625000 Penalty: 645.294373 Iteration 19Q: 3 clusters Score -490567.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16570 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -490811.218750 Penalty: 645.294373 Iteration 20F: 3 clusters Score -490811.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -491298.031250 Penalty: 645.294373 Iteration 21Q: 3 clusters Score -491298 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -491369.375000 Penalty: 645.294373 Iteration 22Q: 3 clusters Score -491369.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16709 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -491380.937500 Penalty: 645.294373 Iteration 23Q: 3 clusters Score -491380.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -491381.593750 Penalty: 645.294373 Iteration 24Q: 3 clusters Score -491381.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -491381.593750 Penalty: 645.294373 Iteration 25F: 3 clusters Score -491381.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 3021 members Mstep: Class 3 contains 24049 members Mstep: Class 4 contains 2233 members Mstep: Class 5 contains 26508 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Entering Unmasked Estep Score: -8838481.000000 Penalty: 7947.083984 Splitting cluster 1 changes total score from -8835699.000000 to -8838481.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 2 (3021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Entering Unmasked Estep Score: -70087.179688 Penalty: 264.440308 Iteration 0F: 2 clusters Score -70087.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -68098.750000 Penalty: 528.880615 Iteration 0F: 3 clusters Score -68098.75 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -68917.445312 Penalty: 528.880615 Iteration 1F: 3 clusters Score -68917.45 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -69013.437500 Penalty: 528.880615 Iteration 2F: 3 clusters Score -69013.44 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -69108.453125 Penalty: 528.880615 Iteration 3F: 3 clusters Score -69108.45 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -69192.750000 Penalty: 528.880615 Iteration 4F: 3 clusters Score -69192.75 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -69288.265625 Penalty: 528.880615 Iteration 5Q: 3 clusters Score -69288.27 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -69383.210938 Penalty: 528.880615 Iteration 6Q: 3 clusters Score -69383.21 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -69482.882812 Penalty: 528.880615 Iteration 7Q: 3 clusters Score -69482.88 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -69633.757812 Penalty: 528.880615 Iteration 8Q: 3 clusters Score -69633.76 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -69909.156250 Penalty: 528.880615 Iteration 9Q: 3 clusters Score -69909.16 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -70136.578125 Penalty: 528.880615 Iteration 10Q: 3 clusters Score -70136.58 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -70403.148438 Penalty: 528.880615 Iteration 11F: 3 clusters Score -70403.15 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -70684.304688 Penalty: 528.880615 Iteration 12F: 3 clusters Score -70684.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -71076.109375 Penalty: 528.880615 Iteration 13F: 3 clusters Score -71076.11 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -71609.148438 Penalty: 528.880615 Iteration 14F: 3 clusters Score -71609.15 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -72087.101562 Penalty: 528.880615 Iteration 15F: 3 clusters Score -72087.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -72266.492188 Penalty: 528.880615 Iteration 16F: 3 clusters Score -72266.49 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -72337.828125 Penalty: 528.880615 Iteration 17Q: 3 clusters Score -72337.83 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -72360.562500 Penalty: 528.880615 Iteration 18Q: 3 clusters Score -72360.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -72363.578125 Penalty: 528.880615 Iteration 19Q: 3 clusters Score -72363.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -72363.718750 Penalty: 528.880615 Iteration 20F: 3 clusters Score -72363.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -72363.757812 Penalty: 528.880615 Iteration 21Q: 3 clusters Score -72363.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -72363.757812 Penalty: 528.880615 Iteration 22F: 3 clusters Score -72363.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 24049 members Mstep: Class 4 contains 2233 members Mstep: Class 5 contains 26508 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Entering Unmasked Estep Score: -8840614.000000 Penalty: 8365.351562 Splitting cluster 2 changes total score from -8835699.000000 to -8840614.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 3 (24049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24049 members Entering Unmasked Estep Score: -627719.000000 Penalty: 332.899017 Iteration 0F: 2 clusters Score -627719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12030 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -611758.375000 Penalty: 665.798035 Iteration 0F: 3 clusters Score -611758.4 nChanged 11551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -620293.562500 Penalty: 665.798035 Iteration 1F: 3 clusters Score -620293.6 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12819 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -622342.250000 Penalty: 665.798035 Iteration 2F: 3 clusters Score -622342.2 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -624960.500000 Penalty: 665.798035 Iteration 3F: 3 clusters Score -624960.5 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14399 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -628914.062500 Penalty: 665.798035 Iteration 4F: 3 clusters Score -628914.1 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -633373.625000 Penalty: 665.798035 Iteration 5F: 3 clusters Score -633373.6 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -634424.812500 Penalty: 665.798035 Iteration 6Q: 3 clusters Score -634424.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15262 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -634697.687500 Penalty: 665.798035 Iteration 7Q: 3 clusters Score -634697.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -634903.812500 Penalty: 665.798035 Iteration 8Q: 3 clusters Score -634903.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -635136.750000 Penalty: 665.798035 Iteration 9Q: 3 clusters Score -635136.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16146 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -635411.875000 Penalty: 665.798035 Iteration 10Q: 3 clusters Score -635411.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16407 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -635773.375000 Penalty: 665.798035 Iteration 11Q: 3 clusters Score -635773.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16682 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -636368.750000 Penalty: 665.798035 Iteration 12Q: 3 clusters Score -636368.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -636881.187500 Penalty: 665.798035 Iteration 13Q: 3 clusters Score -636881.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16979 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -637393.125000 Penalty: 665.798035 Iteration 14Q: 3 clusters Score -637393.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -637732.500000 Penalty: 665.798035 Iteration 15Q: 3 clusters Score -637732.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -637986.312500 Penalty: 665.798035 Iteration 16Q: 3 clusters Score -637986.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17129 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -638029.562500 Penalty: 665.798035 Iteration 17Q: 3 clusters Score -638029.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17140 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -638064.937500 Penalty: 665.798035 Iteration 18Q: 3 clusters Score -638064.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -638066.687500 Penalty: 665.798035 Iteration 19Q: 3 clusters Score -638066.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17157 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -638066.687500 Penalty: 665.798035 Iteration 20F: 3 clusters Score -638066.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17160 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -638067.625000 Penalty: 665.798035 Iteration 21Q: 3 clusters Score -638067.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -638067.500000 Penalty: 665.798035 Iteration 22Q: 3 clusters Score -638067.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -638067.500000 Penalty: 665.798035 Iteration 23F: 3 clusters Score -638067.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 2233 members Mstep: Class 5 contains 26508 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Entering Unmasked Estep Score: -8850859.000000 Penalty: 8783.619141 Splitting cluster 3 changes total score from -8835699.000000 to -8850859.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 4 (2233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Entering Unmasked Estep Score: -38781.324219 Penalty: 254.466339 Iteration 0F: 2 clusters Score -38781.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -37302.726562 Penalty: 508.932678 Iteration 0F: 3 clusters Score -37302.73 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -38079.316406 Penalty: 508.932678 Iteration 1F: 3 clusters Score -38079.32 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -38219.300781 Penalty: 508.932678 Iteration 2F: 3 clusters Score -38219.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -38340.828125 Penalty: 508.932678 Iteration 3F: 3 clusters Score -38340.83 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -38424.882812 Penalty: 508.932678 Iteration 4F: 3 clusters Score -38424.88 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -38491.843750 Penalty: 508.932678 Iteration 5F: 3 clusters Score -38491.84 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -38536.171875 Penalty: 508.932678 Iteration 6Q: 3 clusters Score -38536.17 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -38582.125000 Penalty: 508.932678 Iteration 7Q: 3 clusters Score -38582.12 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -38624.003906 Penalty: 508.932678 Iteration 8Q: 3 clusters Score -38624 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -38665.093750 Penalty: 508.932678 Iteration 9Q: 3 clusters Score -38665.09 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -38709.449219 Penalty: 508.932678 Iteration 10Q: 3 clusters Score -38709.45 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -38739.136719 Penalty: 508.932678 Iteration 11Q: 3 clusters Score -38739.14 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -38765.683594 Penalty: 508.932678 Iteration 12Q: 3 clusters Score -38765.68 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -38797.324219 Penalty: 508.932678 Iteration 13Q: 3 clusters Score -38797.32 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -38820.882812 Penalty: 508.932678 Iteration 14Q: 3 clusters Score -38820.88 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -38837.335938 Penalty: 508.932678 Iteration 15Q: 3 clusters Score -38837.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -38850.093750 Penalty: 508.932678 Iteration 16Q: 3 clusters Score -38850.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -38861.468750 Penalty: 508.932678 Iteration 17Q: 3 clusters Score -38861.47 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -38870.042969 Penalty: 508.932678 Iteration 18Q: 3 clusters Score -38870.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -38883.792969 Penalty: 508.932678 Iteration 19Q: 3 clusters Score -38883.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -38901.800781 Penalty: 508.932678 Iteration 20F: 3 clusters Score -38901.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -38922.484375 Penalty: 508.932678 Iteration 21Q: 3 clusters Score -38922.48 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -38945.769531 Penalty: 508.932678 Iteration 22Q: 3 clusters Score -38945.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -38965.925781 Penalty: 508.932678 Iteration 23Q: 3 clusters Score -38965.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -38990.363281 Penalty: 508.932678 Iteration 24Q: 3 clusters Score -38990.36 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -39014.785156 Penalty: 508.932678 Iteration 25Q: 3 clusters Score -39014.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -39040.691406 Penalty: 508.932678 Iteration 26Q: 3 clusters Score -39040.69 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -39056.457031 Penalty: 508.932678 Iteration 27Q: 3 clusters Score -39056.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -39071.156250 Penalty: 508.932678 Iteration 28Q: 3 clusters Score -39071.16 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -39079.687500 Penalty: 508.932678 Iteration 29Q: 3 clusters Score -39079.69 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -39087.558594 Penalty: 508.932678 Iteration 30Q: 3 clusters Score -39087.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -39090.367188 Penalty: 508.932678 Iteration 31Q: 3 clusters Score -39090.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -39093.906250 Penalty: 508.932678 Iteration 32Q: 3 clusters Score -39093.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -39096.085938 Penalty: 508.932678 Iteration 33Q: 3 clusters Score -39096.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -39098.089844 Penalty: 508.932678 Iteration 34Q: 3 clusters Score -39098.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -39099.128906 Penalty: 508.932678 Iteration 35Q: 3 clusters Score -39099.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -39099.382812 Penalty: 508.932678 Iteration 36Q: 3 clusters Score -39099.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -39099.460938 Penalty: 508.932678 Iteration 37Q: 3 clusters Score -39099.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -39099.480469 Penalty: 508.932678 Iteration 38Q: 3 clusters Score -39099.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -39099.480469 Penalty: 508.932678 Iteration 39F: 3 clusters Score -39099.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 26508 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Entering Unmasked Estep Score: -8851020.000000 Penalty: 9201.886719 Splitting cluster 4 changes total score from -8835699.000000 to -8851020.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 5 (26508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26508 members Entering Unmasked Estep Score: -868936.625000 Penalty: 336.111664 Iteration 0F: 2 clusters Score -868936.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -851160.500000 Penalty: 672.223328 Iteration 0F: 3 clusters Score -851160.5 nChanged 12837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 16986 members Entering Unmasked Estep Score: -860231.500000 Penalty: 672.223328 Iteration 1F: 3 clusters Score -860231.5 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 19026 members Entering Unmasked Estep Score: -862213.437500 Penalty: 672.223328 Iteration 2F: 3 clusters Score -862213.4 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 21154 members Entering Unmasked Estep Score: -864510.750000 Penalty: 672.223328 Iteration 3F: 3 clusters Score -864510.8 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 22584 members Entering Unmasked Estep Score: -866141.625000 Penalty: 672.223328 Iteration 4F: 3 clusters Score -866141.6 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 23270 members Entering Unmasked Estep Score: -867066.937500 Penalty: 672.223328 Iteration 5Q: 3 clusters Score -867066.9 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -867616.312500 Penalty: 672.223328 Iteration 6Q: 3 clusters Score -867616.3 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 23668 members Entering Unmasked Estep Score: -868008.625000 Penalty: 672.223328 Iteration 7Q: 3 clusters Score -868008.6 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -868428.687500 Penalty: 672.223328 Iteration 8Q: 3 clusters Score -868428.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 23810 members Entering Unmasked Estep Score: -868910.937500 Penalty: 672.223328 Iteration 9Q: 3 clusters Score -868910.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -869329.187500 Penalty: 672.223328 Iteration 10Q: 3 clusters Score -869329.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -869470.812500 Penalty: 672.223328 Iteration 11Q: 3 clusters Score -869470.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 23800 members Entering Unmasked Estep Score: -869516.562500 Penalty: 672.223328 Iteration 12Q: 3 clusters Score -869516.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 23771 members Entering Unmasked Estep Score: -869542.125000 Penalty: 672.223328 Iteration 13Q: 3 clusters Score -869542.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 23749 members Entering Unmasked Estep Score: -869555.000000 Penalty: 672.223328 Iteration 14Q: 3 clusters Score -869555 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 23730 members Entering Unmasked Estep Score: -869564.750000 Penalty: 672.223328 Iteration 15Q: 3 clusters Score -869564.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -869571.250000 Penalty: 672.223328 Iteration 16Q: 3 clusters Score -869571.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -869571.812500 Penalty: 672.223328 Iteration 17Q: 3 clusters Score -869571.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -869577.625000 Penalty: 672.223328 Iteration 18Q: 3 clusters Score -869577.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -869579.625000 Penalty: 672.223328 Iteration 19Q: 3 clusters Score -869579.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 23714 members Entering Unmasked Estep Score: -869580.437500 Penalty: 672.223328 Iteration 20F: 3 clusters Score -869580.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 23721 members Entering Unmasked Estep Score: -869579.500000 Penalty: 672.223328 Iteration 21Q: 3 clusters Score -869579.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 23727 members Entering Unmasked Estep Score: -869580.375000 Penalty: 672.223328 Iteration 22Q: 3 clusters Score -869580.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 23737 members Entering Unmasked Estep Score: -869579.187500 Penalty: 672.223328 Iteration 23Q: 3 clusters Score -869579.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 23741 members Entering Unmasked Estep Score: -869580.812500 Penalty: 672.223328 Iteration 24Q: 3 clusters Score -869580.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -869581.250000 Penalty: 672.223328 Iteration 25Q: 3 clusters Score -869581.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -869582.125000 Penalty: 672.223328 Iteration 26Q: 3 clusters Score -869582.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -869580.750000 Penalty: 672.223328 Iteration 27Q: 3 clusters Score -869580.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 23762 members Entering Unmasked Estep Score: -869581.937500 Penalty: 672.223328 Iteration 28Q: 3 clusters Score -869581.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 23767 members Entering Unmasked Estep Score: -869580.062500 Penalty: 672.223328 Iteration 29Q: 3 clusters Score -869580.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 23769 members Entering Unmasked Estep Score: -869580.312500 Penalty: 672.223328 Iteration 30Q: 3 clusters Score -869580.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 23771 members Entering Unmasked Estep Score: -869580.875000 Penalty: 672.223328 Iteration 31Q: 3 clusters Score -869580.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 23775 members Entering Unmasked Estep Score: -869581.687500 Penalty: 672.223328 Iteration 32Q: 3 clusters Score -869581.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -869581.125000 Penalty: 672.223328 Iteration 33Q: 3 clusters Score -869581.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -869581.125000 Penalty: 672.223328 Iteration 34F: 3 clusters Score -869581.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Entering Unmasked Estep Score: -8851592.000000 Penalty: 9620.154297 Splitting cluster 5 changes total score from -8835699.000000 to -8851592.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 6 (3269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Entering Unmasked Estep Score: -112226.390625 Penalty: 267.043884 Iteration 0F: 2 clusters Score -112226.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -109964.593750 Penalty: 534.087769 Iteration 0F: 3 clusters Score -109964.6 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -110936.218750 Penalty: 534.087769 Iteration 1F: 3 clusters Score -110936.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -111123.140625 Penalty: 534.087769 Iteration 2F: 3 clusters Score -111123.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -111310.023438 Penalty: 534.087769 Iteration 3F: 3 clusters Score -111310 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -111456.375000 Penalty: 534.087769 Iteration 4F: 3 clusters Score -111456.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -111558.078125 Penalty: 534.087769 Iteration 5F: 3 clusters Score -111558.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -111622.773438 Penalty: 534.087769 Iteration 6Q: 3 clusters Score -111622.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -111665.875000 Penalty: 534.087769 Iteration 7Q: 3 clusters Score -111665.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -111713.679688 Penalty: 534.087769 Iteration 8Q: 3 clusters Score -111713.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -111759.539062 Penalty: 534.087769 Iteration 9Q: 3 clusters Score -111759.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -111812.820312 Penalty: 534.087769 Iteration 10Q: 3 clusters Score -111812.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -111872.359375 Penalty: 534.087769 Iteration 11Q: 3 clusters Score -111872.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -111915.414062 Penalty: 534.087769 Iteration 12Q: 3 clusters Score -111915.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -111956.570312 Penalty: 534.087769 Iteration 13Q: 3 clusters Score -111956.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -111991.062500 Penalty: 534.087769 Iteration 14Q: 3 clusters Score -111991.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -112028.054688 Penalty: 534.087769 Iteration 15Q: 3 clusters Score -112028.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -112078.039062 Penalty: 534.087769 Iteration 16Q: 3 clusters Score -112078 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -112129.843750 Penalty: 534.087769 Iteration 17Q: 3 clusters Score -112129.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -112162.359375 Penalty: 534.087769 Iteration 18Q: 3 clusters Score -112162.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -112190.070312 Penalty: 534.087769 Iteration 19Q: 3 clusters Score -112190.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -112217.664062 Penalty: 534.087769 Iteration 20F: 3 clusters Score -112217.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -112249.093750 Penalty: 534.087769 Iteration 21Q: 3 clusters Score -112249.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -112288.390625 Penalty: 534.087769 Iteration 22Q: 3 clusters Score -112288.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -112328.296875 Penalty: 534.087769 Iteration 23Q: 3 clusters Score -112328.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -112358.468750 Penalty: 534.087769 Iteration 24Q: 3 clusters Score -112358.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -112384.507812 Penalty: 534.087769 Iteration 25Q: 3 clusters Score -112384.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -112400.710938 Penalty: 534.087769 Iteration 26Q: 3 clusters Score -112400.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -112412.937500 Penalty: 534.087769 Iteration 27Q: 3 clusters Score -112412.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -112423.976562 Penalty: 534.087769 Iteration 28Q: 3 clusters Score -112424 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -112429.195312 Penalty: 534.087769 Iteration 29Q: 3 clusters Score -112429.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -112432.445312 Penalty: 534.087769 Iteration 30Q: 3 clusters Score -112432.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -112437.570312 Penalty: 534.087769 Iteration 31Q: 3 clusters Score -112437.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -112441.476562 Penalty: 534.087769 Iteration 32Q: 3 clusters Score -112441.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -112444.257812 Penalty: 534.087769 Iteration 33Q: 3 clusters Score -112444.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -112446.531250 Penalty: 534.087769 Iteration 34Q: 3 clusters Score -112446.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -112447.773438 Penalty: 534.087769 Iteration 35Q: 3 clusters Score -112447.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -112448.148438 Penalty: 534.087769 Iteration 36Q: 3 clusters Score -112448.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -112452.781250 Penalty: 534.087769 Iteration 37F: 3 clusters Score -112452.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -112457.976562 Penalty: 534.087769 Iteration 38Q: 3 clusters Score -112458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -112458.843750 Penalty: 534.087769 Iteration 39Q: 3 clusters Score -112458.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -112458.804688 Penalty: 534.087769 Iteration 40F: 3 clusters Score -112458.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -112458.859375 Penalty: 534.087769 Iteration 41Q: 3 clusters Score -112458.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -112458.859375 Penalty: 534.087769 Iteration 42F: 3 clusters Score -112458.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep Score: -8851680.000000 Penalty: 10038.421875 Splitting cluster 6 changes total score from -8835699.000000 to -8851680.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 7 (15773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Entering Unmasked Estep Score: -418317.437500 Penalty: 318.979797 Iteration 0F: 2 clusters Score -418317.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -407880.156250 Penalty: 637.959595 Iteration 0F: 3 clusters Score -407880.2 nChanged 7497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -412792.437500 Penalty: 637.959595 Iteration 1F: 3 clusters Score -412792.4 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -413798.531250 Penalty: 637.959595 Iteration 2F: 3 clusters Score -413798.5 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -414801.812500 Penalty: 637.959595 Iteration 3F: 3 clusters Score -414801.8 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -415598.718750 Penalty: 637.959595 Iteration 4F: 3 clusters Score -415598.7 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -416048.875000 Penalty: 637.959595 Iteration 5Q: 3 clusters Score -416048.9 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -416252.000000 Penalty: 637.959595 Iteration 6Q: 3 clusters Score -416252 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -416361.000000 Penalty: 637.959595 Iteration 7Q: 3 clusters Score -416361 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -416464.187500 Penalty: 637.959595 Iteration 8Q: 3 clusters Score -416464.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11866 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -416548.718750 Penalty: 637.959595 Iteration 9Q: 3 clusters Score -416548.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -416616.593750 Penalty: 637.959595 Iteration 10Q: 3 clusters Score -416616.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -416680.000000 Penalty: 637.959595 Iteration 11Q: 3 clusters Score -416680 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -416753.625000 Penalty: 637.959595 Iteration 12Q: 3 clusters Score -416753.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -416829.406250 Penalty: 637.959595 Iteration 13Q: 3 clusters Score -416829.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -416920.125000 Penalty: 637.959595 Iteration 14Q: 3 clusters Score -416920.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -417008.906250 Penalty: 637.959595 Iteration 15Q: 3 clusters Score -417008.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -417099.625000 Penalty: 637.959595 Iteration 16Q: 3 clusters Score -417099.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -417192.156250 Penalty: 637.959595 Iteration 17Q: 3 clusters Score -417192.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -417285.062500 Penalty: 637.959595 Iteration 18Q: 3 clusters Score -417285.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -417378.312500 Penalty: 637.959595 Iteration 19Q: 3 clusters Score -417378.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -417485.750000 Penalty: 637.959595 Iteration 20F: 3 clusters Score -417485.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14485 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -417596.156250 Penalty: 637.959595 Iteration 21Q: 3 clusters Score -417596.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14672 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -417721.437500 Penalty: 637.959595 Iteration 22Q: 3 clusters Score -417721.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -417839.031250 Penalty: 637.959595 Iteration 23Q: 3 clusters Score -417839 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -417941.687500 Penalty: 637.959595 Iteration 24Q: 3 clusters Score -417941.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -418015.125000 Penalty: 637.959595 Iteration 25Q: 3 clusters Score -418015.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15185 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -418066.375000 Penalty: 637.959595 Iteration 26Q: 3 clusters Score -418066.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -418118.843750 Penalty: 637.959595 Iteration 27Q: 3 clusters Score -418118.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -418157.875000 Penalty: 637.959595 Iteration 28Q: 3 clusters Score -418157.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -418192.093750 Penalty: 637.959595 Iteration 29Q: 3 clusters Score -418192.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -418220.750000 Penalty: 637.959595 Iteration 30Q: 3 clusters Score -418220.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -418238.687500 Penalty: 637.959595 Iteration 31Q: 3 clusters Score -418238.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -418247.125000 Penalty: 637.959595 Iteration 32Q: 3 clusters Score -418247.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -418251.468750 Penalty: 637.959595 Iteration 33Q: 3 clusters Score -418251.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15416 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -418255.375000 Penalty: 637.959595 Iteration 34Q: 3 clusters Score -418255.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -418256.281250 Penalty: 637.959595 Iteration 35Q: 3 clusters Score -418256.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15422 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -418256.843750 Penalty: 637.959595 Iteration 36Q: 3 clusters Score -418256.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -418258.437500 Penalty: 637.959595 Iteration 37Q: 3 clusters Score -418258.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -418261.062500 Penalty: 637.959595 Iteration 38Q: 3 clusters Score -418261.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -418261.937500 Penalty: 637.959595 Iteration 39Q: 3 clusters Score -418261.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -418262.218750 Penalty: 637.959595 Iteration 40F: 3 clusters Score -418262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -418262.468750 Penalty: 637.959595 Iteration 41Q: 3 clusters Score -418262.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -418262.843750 Penalty: 637.959595 Iteration 42Q: 3 clusters Score -418262.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -418262.843750 Penalty: 637.959595 Iteration 43F: 3 clusters Score -418262.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Entering Unmasked Estep Score: -42924.472656 Penalty: 254.921310 Iteration 0F: 2 clusters Score -42924.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -41432.757812 Penalty: 509.842621 Iteration 0F: 3 clusters Score -41432.76 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -42221.562500 Penalty: 509.842621 Iteration 1F: 3 clusters Score -42221.56 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -42469.988281 Penalty: 509.842621 Iteration 2F: 3 clusters Score -42469.99 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -42622.238281 Penalty: 509.842621 Iteration 3F: 3 clusters Score -42622.24 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -42708.199219 Penalty: 509.842621 Iteration 4Q: 3 clusters Score -42708.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -42783.335938 Penalty: 509.842621 Iteration 5Q: 3 clusters Score -42783.34 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -42884.828125 Penalty: 509.842621 Iteration 6Q: 3 clusters Score -42884.83 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -42972.437500 Penalty: 509.842621 Iteration 7Q: 3 clusters Score -42972.44 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -43039.226562 Penalty: 509.842621 Iteration 8Q: 3 clusters Score -43039.23 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -43073.160156 Penalty: 509.842621 Iteration 9Q: 3 clusters Score -43073.16 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -43094.328125 Penalty: 509.842621 Iteration 10Q: 3 clusters Score -43094.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -43107.695312 Penalty: 509.842621 Iteration 11Q: 3 clusters Score -43107.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -43113.781250 Penalty: 509.842621 Iteration 12Q: 3 clusters Score -43113.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -43118.851562 Penalty: 509.842621 Iteration 13Q: 3 clusters Score -43118.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -43122.414062 Penalty: 509.842621 Iteration 14Q: 3 clusters Score -43122.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -43125.273438 Penalty: 509.842621 Iteration 15Q: 3 clusters Score -43125.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -43130.648438 Penalty: 509.842621 Iteration 16Q: 3 clusters Score -43130.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -43136.863281 Penalty: 509.842621 Iteration 17Q: 3 clusters Score -43136.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -43140.429688 Penalty: 509.842621 Iteration 18Q: 3 clusters Score -43140.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -43144.890625 Penalty: 509.842621 Iteration 19Q: 3 clusters Score -43144.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -43147.683594 Penalty: 509.842621 Iteration 20F: 3 clusters Score -43147.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -43151.550781 Penalty: 509.842621 Iteration 21Q: 3 clusters Score -43151.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -43156.125000 Penalty: 509.842621 Iteration 22Q: 3 clusters Score -43156.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -43159.199219 Penalty: 509.842621 Iteration 23Q: 3 clusters Score -43159.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -43162.109375 Penalty: 509.842621 Iteration 24Q: 3 clusters Score -43162.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -43167.304688 Penalty: 509.842621 Iteration 25Q: 3 clusters Score -43167.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -43170.847656 Penalty: 509.842621 Iteration 26Q: 3 clusters Score -43170.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -43172.679688 Penalty: 509.842621 Iteration 27Q: 3 clusters Score -43172.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -43174.148438 Penalty: 509.842621 Iteration 28Q: 3 clusters Score -43174.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -43175.632812 Penalty: 509.842621 Iteration 29Q: 3 clusters Score -43175.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -43176.515625 Penalty: 509.842621 Iteration 30Q: 3 clusters Score -43176.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -43177.921875 Penalty: 509.842621 Iteration 31Q: 3 clusters Score -43177.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -43179.062500 Penalty: 509.842621 Iteration 32Q: 3 clusters Score -43179.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -43179.792969 Penalty: 509.842621 Iteration 33Q: 3 clusters Score -43179.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -43180.429688 Penalty: 509.842621 Iteration 34Q: 3 clusters Score -43180.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -43182.542969 Penalty: 509.842621 Iteration 35Q: 3 clusters Score -43182.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -43184.445312 Penalty: 509.842621 Iteration 36Q: 3 clusters Score -43184.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -43184.980469 Penalty: 509.842621 Iteration 37Q: 3 clusters Score -43184.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -43186.367188 Penalty: 509.842621 Iteration 38Q: 3 clusters Score -43186.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -43187.402344 Penalty: 509.842621 Iteration 39Q: 3 clusters Score -43187.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -43187.863281 Penalty: 509.842621 Iteration 40F: 3 clusters Score -43187.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -43188.117188 Penalty: 509.842621 Iteration 41Q: 3 clusters Score -43188.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -43189.078125 Penalty: 509.842621 Iteration 42Q: 3 clusters Score -43189.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -43189.656250 Penalty: 509.842621 Iteration 43Q: 3 clusters Score -43189.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -43191.046875 Penalty: 509.842621 Iteration 44Q: 3 clusters Score -43191.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -43191.308594 Penalty: 509.842621 Iteration 45Q: 3 clusters Score -43191.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -43191.402344 Penalty: 509.842621 Iteration 46Q: 3 clusters Score -43191.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -43191.613281 Penalty: 509.842621 Iteration 47Q: 3 clusters Score -43191.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -43191.878906 Penalty: 509.842621 Iteration 48Q: 3 clusters Score -43191.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -43192.039062 Penalty: 509.842621 Iteration 49Q: 3 clusters Score -43192.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -43192.039062 Penalty: 509.842621 Iteration 50F: 3 clusters Score -43192.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Entering Unmasked Estep Score: -8851778.000000 Penalty: 10456.689453 Splitting cluster 8 changes total score from -8835699.000000 to -8851778.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 9 (2621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Entering Unmasked Estep Score: -76415.625000 Penalty: 259.753265 Iteration 0F: 2 clusters Score -76415.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -74682.507812 Penalty: 519.506531 Iteration 0F: 3 clusters Score -74682.51 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -75852.609375 Penalty: 519.506531 Iteration 1F: 3 clusters Score -75852.61 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -76719.593750 Penalty: 519.506531 Iteration 2F: 3 clusters Score -76719.59 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -77370.812500 Penalty: 519.506531 Iteration 3F: 3 clusters Score -77370.81 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -77972.085938 Penalty: 519.506531 Iteration 4F: 3 clusters Score -77972.09 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -78111.828125 Penalty: 519.506531 Iteration 5Q: 3 clusters Score -78111.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -78125.539062 Penalty: 519.506531 Iteration 6Q: 3 clusters Score -78125.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -78130.648438 Penalty: 519.506531 Iteration 7Q: 3 clusters Score -78130.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -78132.539062 Penalty: 519.506531 Iteration 8Q: 3 clusters Score -78132.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -78132.710938 Penalty: 519.506531 Iteration 9Q: 3 clusters Score -78132.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -78132.710938 Penalty: 519.506531 Iteration 10F: 3 clusters Score -78132.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 5495 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Entering Unmasked Estep Score: -8853353.000000 Penalty: 10874.957031 Splitting cluster 9 changes total score from -8835699.000000 to -8853353.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 10 (5495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Entering Unmasked Estep Score: -130637.351562 Penalty: 284.182617 Iteration 0F: 2 clusters Score -130637.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -127018.945312 Penalty: 568.365234 Iteration 0F: 3 clusters Score -127018.9 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -128525.851562 Penalty: 568.365234 Iteration 1F: 3 clusters Score -128525.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -128715.570312 Penalty: 568.365234 Iteration 2F: 3 clusters Score -128715.6 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -128906.171875 Penalty: 568.365234 Iteration 3F: 3 clusters Score -128906.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -129026.945312 Penalty: 568.365234 Iteration 4F: 3 clusters Score -129026.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -129111.726562 Penalty: 568.365234 Iteration 5Q: 3 clusters Score -129111.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -129156.390625 Penalty: 568.365234 Iteration 6Q: 3 clusters Score -129156.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -129194.312500 Penalty: 568.365234 Iteration 7Q: 3 clusters Score -129194.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -129239.250000 Penalty: 568.365234 Iteration 8Q: 3 clusters Score -129239.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -129282.578125 Penalty: 568.365234 Iteration 9Q: 3 clusters Score -129282.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -129316.609375 Penalty: 568.365234 Iteration 10Q: 3 clusters Score -129316.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -129358.937500 Penalty: 568.365234 Iteration 11Q: 3 clusters Score -129358.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -129401.359375 Penalty: 568.365234 Iteration 12Q: 3 clusters Score -129401.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -129444.593750 Penalty: 568.365234 Iteration 13Q: 3 clusters Score -129444.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -129488.906250 Penalty: 568.365234 Iteration 14Q: 3 clusters Score -129488.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -129554.937500 Penalty: 568.365234 Iteration 15Q: 3 clusters Score -129554.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -129649.226562 Penalty: 568.365234 Iteration 16Q: 3 clusters Score -129649.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -129807.515625 Penalty: 568.365234 Iteration 17Q: 3 clusters Score -129807.5 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -130172.023438 Penalty: 568.365234 Iteration 18Q: 3 clusters Score -130172 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -131169.812500 Penalty: 568.365234 Iteration 19F: 3 clusters Score -131169.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -132319.875000 Penalty: 568.365234 Iteration 20F: 3 clusters Score -132319.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -132736.078125 Penalty: 568.365234 Iteration 21F: 3 clusters Score -132736.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -133366.125000 Penalty: 568.365234 Iteration 22Q: 3 clusters Score -133366.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -134449.250000 Penalty: 568.365234 Iteration 23Q: 3 clusters Score -134449.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -134491.484375 Penalty: 568.365234 Iteration 24Q: 3 clusters Score -134491.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -134500.562500 Penalty: 568.365234 Iteration 25Q: 3 clusters Score -134500.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -134502.343750 Penalty: 568.365234 Iteration 26Q: 3 clusters Score -134502.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -134502.328125 Penalty: 568.365234 Iteration 27Q: 3 clusters Score -134502.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -134502.328125 Penalty: 568.365234 Iteration 28F: 3 clusters Score -134502.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 31583 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Entering Unmasked Estep Score: -8857082.000000 Penalty: 11293.224609 Splitting cluster 10 changes total score from -8835699.000000 to -8857082.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 11 (31583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31583 members Entering Unmasked Estep Score: -992090.625000 Penalty: 341.892365 Iteration 0F: 2 clusters Score -992090.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 15868 members Entering Unmasked Estep Score: -971047.062500 Penalty: 683.784729 Iteration 0F: 3 clusters Score -971047.1 nChanged 15128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -981306.125000 Penalty: 683.784729 Iteration 1F: 3 clusters Score -981306.1 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12761 members Mstep: Class 2 contains 18822 members Entering Unmasked Estep Score: -982615.125000 Penalty: 683.784729 Iteration 2F: 3 clusters Score -982615.1 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 20090 members Entering Unmasked Estep Score: -983841.125000 Penalty: 683.784729 Iteration 3F: 3 clusters Score -983841.1 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 21111 members Entering Unmasked Estep Score: -985043.750000 Penalty: 683.784729 Iteration 4F: 3 clusters Score -985043.8 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 21897 members Entering Unmasked Estep Score: -986382.625000 Penalty: 683.784729 Iteration 5F: 3 clusters Score -986382.6 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 22395 members Entering Unmasked Estep Score: -987678.187500 Penalty: 683.784729 Iteration 6F: 3 clusters Score -987678.2 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -988503.812500 Penalty: 683.784729 Iteration 7Q: 3 clusters Score -988503.8 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 22891 members Entering Unmasked Estep Score: -988904.687500 Penalty: 683.784729 Iteration 8Q: 3 clusters Score -988904.7 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 23109 members Entering Unmasked Estep Score: -989147.250000 Penalty: 683.784729 Iteration 9Q: 3 clusters Score -989147.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 23350 members Entering Unmasked Estep Score: -989331.687500 Penalty: 683.784729 Iteration 10Q: 3 clusters Score -989331.7 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 23584 members Entering Unmasked Estep Score: -989475.250000 Penalty: 683.784729 Iteration 11Q: 3 clusters Score -989475.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 23796 members Entering Unmasked Estep Score: -989580.875000 Penalty: 683.784729 Iteration 12Q: 3 clusters Score -989580.9 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 24027 members Entering Unmasked Estep Score: -989674.187500 Penalty: 683.784729 Iteration 13Q: 3 clusters Score -989674.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 24263 members Entering Unmasked Estep Score: -989758.375000 Penalty: 683.784729 Iteration 14Q: 3 clusters Score -989758.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 24493 members Entering Unmasked Estep Score: -989838.250000 Penalty: 683.784729 Iteration 15Q: 3 clusters Score -989838.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 24711 members Entering Unmasked Estep Score: -989912.875000 Penalty: 683.784729 Iteration 16Q: 3 clusters Score -989912.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 24943 members Entering Unmasked Estep Score: -989983.187500 Penalty: 683.784729 Iteration 17Q: 3 clusters Score -989983.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 25180 members Entering Unmasked Estep Score: -990048.125000 Penalty: 683.784729 Iteration 18Q: 3 clusters Score -990048.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -990099.312500 Penalty: 683.784729 Iteration 19Q: 3 clusters Score -990099.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 25628 members Entering Unmasked Estep Score: -990157.500000 Penalty: 683.784729 Iteration 20F: 3 clusters Score -990157.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 25832 members Entering Unmasked Estep Score: -990206.562500 Penalty: 683.784729 Iteration 21Q: 3 clusters Score -990206.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -990264.250000 Penalty: 683.784729 Iteration 22Q: 3 clusters Score -990264.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 26317 members Entering Unmasked Estep Score: -990326.875000 Penalty: 683.784729 Iteration 23Q: 3 clusters Score -990326.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 26568 members Entering Unmasked Estep Score: -990402.000000 Penalty: 683.784729 Iteration 24Q: 3 clusters Score -990402 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 26833 members Entering Unmasked Estep Score: -990500.125000 Penalty: 683.784729 Iteration 25Q: 3 clusters Score -990500.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 27094 members Entering Unmasked Estep Score: -990609.312500 Penalty: 683.784729 Iteration 26Q: 3 clusters Score -990609.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 27411 members Entering Unmasked Estep Score: -990770.625000 Penalty: 683.784729 Iteration 27Q: 3 clusters Score -990770.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 27768 members Entering Unmasked Estep Score: -991011.000000 Penalty: 683.784729 Iteration 28Q: 3 clusters Score -991011 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 28141 members Entering Unmasked Estep Score: -991350.562500 Penalty: 683.784729 Iteration 29Q: 3 clusters Score -991350.6 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 28527 members Entering Unmasked Estep Score: -991841.625000 Penalty: 683.784729 Iteration 30Q: 3 clusters Score -991841.6 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 28919 members Entering Unmasked Estep Score: -992722.187500 Penalty: 683.784729 Iteration 31Q: 3 clusters Score -992722.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 29098 members Entering Unmasked Estep Score: -993311.125000 Penalty: 683.784729 Iteration 32Q: 3 clusters Score -993311.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 29137 members Entering Unmasked Estep Score: -993407.500000 Penalty: 683.784729 Iteration 33Q: 3 clusters Score -993407.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 29135 members Entering Unmasked Estep Score: -993415.687500 Penalty: 683.784729 Iteration 34Q: 3 clusters Score -993415.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 29124 members Entering Unmasked Estep Score: -993416.812500 Penalty: 683.784729 Iteration 35Q: 3 clusters Score -993416.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 29113 members Entering Unmasked Estep Score: -993419.312500 Penalty: 683.784729 Iteration 36Q: 3 clusters Score -993419.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 29105 members Entering Unmasked Estep Score: -993420.062500 Penalty: 683.784729 Iteration 37Q: 3 clusters Score -993420.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 29101 members Entering Unmasked Estep Score: -993417.937500 Penalty: 683.784729 Iteration 38Q: 3 clusters Score -993417.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 29097 members Entering Unmasked Estep Score: -993420.062500 Penalty: 683.784729 Iteration 39Q: 3 clusters Score -993420.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 29095 members Entering Unmasked Estep Score: -993420.187500 Penalty: 683.784729 Iteration 40F: 3 clusters Score -993420.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 20692 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Entering Unmasked Estep Score: -8858351.000000 Penalty: 11711.492188 Splitting cluster 11 changes total score from -8835699.000000 to -8858351.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 12 (20692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20692 members Entering Unmasked Estep Score: -679309.937500 Penalty: 327.937592 Iteration 0F: 2 clusters Score -679309.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -665507.250000 Penalty: 655.875183 Iteration 0F: 3 clusters Score -665507.2 nChanged 9962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -674010.500000 Penalty: 655.875183 Iteration 1F: 3 clusters Score -674010.5 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -675741.500000 Penalty: 655.875183 Iteration 2F: 3 clusters Score -675741.5 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -677261.250000 Penalty: 655.875183 Iteration 3F: 3 clusters Score -677261.2 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -678759.562500 Penalty: 655.875183 Iteration 4F: 3 clusters Score -678759.6 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -680838.625000 Penalty: 655.875183 Iteration 5F: 3 clusters Score -680838.6 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -684928.125000 Penalty: 655.875183 Iteration 6F: 3 clusters Score -684928.1 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -688214.187500 Penalty: 655.875183 Iteration 7F: 3 clusters Score -688214.2 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -689604.375000 Penalty: 655.875183 Iteration 8F: 3 clusters Score -689604.4 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -690698.500000 Penalty: 655.875183 Iteration 9Q: 3 clusters Score -690698.5 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -691306.562500 Penalty: 655.875183 Iteration 10Q: 3 clusters Score -691306.6 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15122 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -691474.625000 Penalty: 655.875183 Iteration 11Q: 3 clusters Score -691474.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -691505.437500 Penalty: 655.875183 Iteration 12Q: 3 clusters Score -691505.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15248 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -691513.250000 Penalty: 655.875183 Iteration 13Q: 3 clusters Score -691513.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -691519.312500 Penalty: 655.875183 Iteration 14Q: 3 clusters Score -691519.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -691522.250000 Penalty: 655.875183 Iteration 15Q: 3 clusters Score -691522.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -691524.312500 Penalty: 655.875183 Iteration 16Q: 3 clusters Score -691524.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -691525.187500 Penalty: 655.875183 Iteration 17Q: 3 clusters Score -691525.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15384 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -691526.937500 Penalty: 655.875183 Iteration 18Q: 3 clusters Score -691526.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15388 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -691525.562500 Penalty: 655.875183 Iteration 19Q: 3 clusters Score -691525.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15388 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -691525.562500 Penalty: 655.875183 Iteration 20F: 3 clusters Score -691525.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 65156 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Entering Unmasked Estep Score: -8870436.000000 Penalty: 12129.759766 Splitting cluster 12 changes total score from -8835699.000000 to -8870436.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 13 (65156 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65156 members Entering Unmasked Estep Score: -2025125.000000 Penalty: 365.789795 Iteration 0F: 2 clusters Score -2025125 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32627 members Mstep: Class 2 contains 32529 members Entering Unmasked Estep Score: -1981142.125000 Penalty: 731.579590 Iteration 0F: 3 clusters Score -1981142 nChanged 31713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33492 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -2001620.500000 Penalty: 731.579590 Iteration 1F: 3 clusters Score -2001620 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33836 members Mstep: Class 2 contains 31320 members Entering Unmasked Estep Score: -2003563.625000 Penalty: 731.579590 Iteration 2F: 3 clusters Score -2003564 nChanged 4037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33881 members Mstep: Class 2 contains 31275 members Entering Unmasked Estep Score: -2006048.500000 Penalty: 731.579590 Iteration 3F: 3 clusters Score -2006048 nChanged 4434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33487 members Mstep: Class 2 contains 31669 members Entering Unmasked Estep Score: -2009079.125000 Penalty: 731.579590 Iteration 4F: 3 clusters Score -2009079 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32816 members Mstep: Class 2 contains 32340 members Entering Unmasked Estep Score: -2012343.875000 Penalty: 731.579590 Iteration 5F: 3 clusters Score -2012344 nChanged 4114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31998 members Mstep: Class 2 contains 33158 members Entering Unmasked Estep Score: -2014806.375000 Penalty: 731.579590 Iteration 6F: 3 clusters Score -2014806 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31224 members Mstep: Class 2 contains 33932 members Entering Unmasked Estep Score: -2016048.750000 Penalty: 731.579590 Iteration 7Q: 3 clusters Score -2016049 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30414 members Mstep: Class 2 contains 34742 members Entering Unmasked Estep Score: -2016622.750000 Penalty: 731.579590 Iteration 8Q: 3 clusters Score -2016623 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29449 members Mstep: Class 2 contains 35707 members Entering Unmasked Estep Score: -2017086.750000 Penalty: 731.579590 Iteration 9Q: 3 clusters Score -2017087 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28282 members Mstep: Class 2 contains 36874 members Entering Unmasked Estep Score: -2017619.500000 Penalty: 731.579590 Iteration 10Q: 3 clusters Score -2017620 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26940 members Mstep: Class 2 contains 38216 members Entering Unmasked Estep Score: -2018257.500000 Penalty: 731.579590 Iteration 11Q: 3 clusters Score -2018258 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25429 members Mstep: Class 2 contains 39727 members Entering Unmasked Estep Score: -2019029.875000 Penalty: 731.579590 Iteration 12Q: 3 clusters Score -2019030 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23817 members Mstep: Class 2 contains 41339 members Entering Unmasked Estep Score: -2019959.875000 Penalty: 731.579590 Iteration 13Q: 3 clusters Score -2019960 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22116 members Mstep: Class 2 contains 43040 members Entering Unmasked Estep Score: -2021089.000000 Penalty: 731.579590 Iteration 14Q: 3 clusters Score -2021089 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20483 members Mstep: Class 2 contains 44673 members Entering Unmasked Estep Score: -2022294.875000 Penalty: 731.579590 Iteration 15Q: 3 clusters Score -2022295 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18941 members Mstep: Class 2 contains 46215 members Entering Unmasked Estep Score: -2023509.375000 Penalty: 731.579590 Iteration 16Q: 3 clusters Score -2023509 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17676 members Mstep: Class 2 contains 47480 members Entering Unmasked Estep Score: -2024513.500000 Penalty: 731.579590 Iteration 17Q: 3 clusters Score -2024514 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16637 members Mstep: Class 2 contains 48519 members Entering Unmasked Estep Score: -2025227.375000 Penalty: 731.579590 Iteration 18Q: 3 clusters Score -2025227 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15844 members Mstep: Class 2 contains 49312 members Entering Unmasked Estep Score: -2025709.375000 Penalty: 731.579590 Iteration 19Q: 3 clusters Score -2025709 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 49950 members Entering Unmasked Estep Score: -2026029.250000 Penalty: 731.579590 Iteration 20F: 3 clusters Score -2026029 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14653 members Mstep: Class 2 contains 50503 members Entering Unmasked Estep Score: -2026229.250000 Penalty: 731.579590 Iteration 21Q: 3 clusters Score -2026229 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14200 members Mstep: Class 2 contains 50956 members Entering Unmasked Estep Score: -2026374.125000 Penalty: 731.579590 Iteration 22Q: 3 clusters Score -2026374 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 51315 members Entering Unmasked Estep Score: -2026448.125000 Penalty: 731.579590 Iteration 23Q: 3 clusters Score -2026448 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 51609 members Entering Unmasked Estep Score: -2026497.625000 Penalty: 731.579590 Iteration 24Q: 3 clusters Score -2026498 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 51892 members Entering Unmasked Estep Score: -2026548.375000 Penalty: 731.579590 Iteration 25Q: 3 clusters Score -2026548 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 52148 members Entering Unmasked Estep Score: -2026591.875000 Penalty: 731.579590 Iteration 26Q: 3 clusters Score -2026592 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 52365 members Entering Unmasked Estep Score: -2026614.125000 Penalty: 731.579590 Iteration 27Q: 3 clusters Score -2026614 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 52548 members Entering Unmasked Estep Score: -2026631.500000 Penalty: 731.579590 Iteration 28Q: 3 clusters Score -2026632 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 52716 members Entering Unmasked Estep Score: -2026646.375000 Penalty: 731.579590 Iteration 29Q: 3 clusters Score -2026646 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 52850 members Entering Unmasked Estep Score: -2026656.750000 Penalty: 731.579590 Iteration 30Q: 3 clusters Score -2026657 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 52959 members Entering Unmasked Estep Score: -2026665.750000 Penalty: 731.579590 Iteration 31Q: 3 clusters Score -2026666 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 53064 members Entering Unmasked Estep Score: -2026674.875000 Penalty: 731.579590 Iteration 32Q: 3 clusters Score -2026675 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 53163 members Entering Unmasked Estep Score: -2026688.750000 Penalty: 731.579590 Iteration 33Q: 3 clusters Score -2026689 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 53241 members Entering Unmasked Estep Score: -2026695.500000 Penalty: 731.579590 Iteration 34Q: 3 clusters Score -2026696 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 53306 members Entering Unmasked Estep Score: -2026698.500000 Penalty: 731.579590 Iteration 35Q: 3 clusters Score -2026698 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 53376 members Entering Unmasked Estep Score: -2026693.750000 Penalty: 731.579590 Iteration 36Q: 3 clusters Score -2026694 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 53445 members Entering Unmasked Estep Score: -2026702.875000 Penalty: 731.579590 Iteration 37Q: 3 clusters Score -2026703 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 53513 members Entering Unmasked Estep Score: -2026705.125000 Penalty: 731.579590 Iteration 38Q: 3 clusters Score -2026705 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 53565 members Entering Unmasked Estep Score: -2026713.375000 Penalty: 731.579590 Iteration 39Q: 3 clusters Score -2026713 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 53627 members Entering Unmasked Estep Score: -2026717.375000 Penalty: 731.579590 Iteration 40F: 3 clusters Score -2026717 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 53688 members Entering Unmasked Estep Score: -2026710.750000 Penalty: 731.579590 Iteration 41Q: 3 clusters Score -2026711 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 53738 members Entering Unmasked Estep Score: -2026710.875000 Penalty: 731.579590 Iteration 42Q: 3 clusters Score -2026711 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 53784 members Entering Unmasked Estep Score: -2026707.375000 Penalty: 731.579590 Iteration 43Q: 3 clusters Score -2026707 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11311 members Mstep: Class 2 contains 53845 members Entering Unmasked Estep Score: -2026708.875000 Penalty: 731.579590 Iteration 44Q: 3 clusters Score -2026709 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 53902 members Entering Unmasked Estep Score: -2026707.875000 Penalty: 731.579590 Iteration 45Q: 3 clusters Score -2026708 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 53949 members Entering Unmasked Estep Score: -2026713.750000 Penalty: 731.579590 Iteration 46Q: 3 clusters Score -2026714 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 54009 members Entering Unmasked Estep Score: -2026716.750000 Penalty: 731.579590 Iteration 47Q: 3 clusters Score -2026717 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 54059 members Entering Unmasked Estep Score: -2026714.625000 Penalty: 731.579590 Iteration 48Q: 3 clusters Score -2026715 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 54099 members Entering Unmasked Estep Score: -2026714.500000 Penalty: 731.579590 Iteration 49Q: 3 clusters Score -2026714 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 54136 members Entering Unmasked Estep Score: -2026717.000000 Penalty: 731.579590 Iteration 50Q: 3 clusters Score -2026717 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 54162 members Entering Unmasked Estep Score: -2026723.625000 Penalty: 731.579590 Iteration 51Q: 3 clusters Score -2026724 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 54184 members Entering Unmasked Estep Score: -2026716.375000 Penalty: 731.579590 Iteration 52Q: 3 clusters Score -2026716 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 54213 members Entering Unmasked Estep Score: -2026720.000000 Penalty: 731.579590 Iteration 53Q: 3 clusters Score -2026720 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 54238 members Entering Unmasked Estep Score: -2026726.500000 Penalty: 731.579590 Iteration 54Q: 3 clusters Score -2026726 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 54262 members Entering Unmasked Estep Score: -2026725.625000 Penalty: 731.579590 Iteration 55Q: 3 clusters Score -2026726 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 54282 members Entering Unmasked Estep Score: -2026720.750000 Penalty: 731.579590 Iteration 56Q: 3 clusters Score -2026721 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 54296 members Entering Unmasked Estep Score: -2026721.500000 Penalty: 731.579590 Iteration 57Q: 3 clusters Score -2026722 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 54308 members Entering Unmasked Estep Score: -2026723.000000 Penalty: 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 55742 members Entering Unmasked Estep Score: -2026751.000000 Penalty: 731.579590 Iteration 149Q: 3 clusters Score -2026751 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 55756 members Entering Unmasked Estep Score: -2026750.375000 Penalty: 731.579590 Iteration 150Q: 3 clusters Score -2026750 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 55774 members Entering Unmasked Estep Score: -2026747.875000 Penalty: 731.579590 Iteration 151Q: 3 clusters Score -2026748 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 55801 members Entering Unmasked Estep Score: -2026750.000000 Penalty: 731.579590 Iteration 152Q: 3 clusters Score -2026750 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 55822 members Entering Unmasked Estep Score: -2026749.000000 Penalty: 731.579590 Iteration 153Q: 3 clusters Score -2026749 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 55841 members Entering Unmasked Estep Score: -2026751.375000 Penalty: 731.579590 Iteration 154Q: 3 clusters Score -2026751 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 55855 members Entering Unmasked Estep Score: -2026753.750000 Penalty: 731.579590 Iteration 155Q: 3 clusters Score -2026754 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 55868 members Entering Unmasked Estep Score: -2026752.875000 Penalty: 731.579590 Iteration 156Q: 3 clusters Score -2026753 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 55880 members Entering Unmasked Estep Score: -2026753.500000 Penalty: 731.579590 Iteration 157Q: 3 clusters Score -2026754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 55887 members Entering Unmasked Estep Score: -2026753.500000 Penalty: 731.579590 Iteration 158Q: 3 clusters Score -2026754 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 55900 members Entering Unmasked Estep Score: -2026752.000000 Penalty: 731.579590 Iteration 159Q: 3 clusters Score -2026752 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 55909 members Entering Unmasked Estep Score: -2026750.375000 Penalty: 731.579590 Iteration 160F: 3 clusters Score -2026750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 55915 members Entering Unmasked Estep Score: -2026749.875000 Penalty: 731.579590 Iteration 161Q: 3 clusters Score -2026750 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 55922 members Entering Unmasked Estep Score: -2026750.500000 Penalty: 731.579590 Iteration 162Q: 3 clusters Score -2026750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 55930 members Entering Unmasked Estep Score: -2026745.000000 Penalty: 731.579590 Iteration 163Q: 3 clusters Score -2026745 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 55934 members Entering Unmasked Estep Score: -2026747.625000 Penalty: 731.579590 Iteration 164Q: 3 clusters Score -2026748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 55937 members Entering Unmasked Estep Score: -2026748.625000 Penalty: 731.579590 Iteration 165Q: 3 clusters Score -2026749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 55937 members Entering Unmasked Estep Score: -2026748.625000 Penalty: 731.579590 Iteration 166F: 3 clusters Score -2026749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 20820 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Entering Unmasked Estep Score: -8871992.000000 Penalty: 12548.027344 Splitting cluster 13 changes total score from -8835699.000000 to -8871992.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 14 (20820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20820 members Entering Unmasked Estep Score: -690138.562500 Penalty: 328.141083 Iteration 0F: 2 clusters Score -690138.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -676255.562500 Penalty: 656.282166 Iteration 0F: 3 clusters Score -676255.6 nChanged 9925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -683319.062500 Penalty: 656.282166 Iteration 1F: 3 clusters Score -683319.1 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -684908.312500 Penalty: 656.282166 Iteration 2F: 3 clusters Score -684908.3 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -686406.062500 Penalty: 656.282166 Iteration 3F: 3 clusters Score -686406.1 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -687499.562500 Penalty: 656.282166 Iteration 4F: 3 clusters Score -687499.6 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -688162.250000 Penalty: 656.282166 Iteration 5F: 3 clusters Score -688162.2 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -688587.187500 Penalty: 656.282166 Iteration 6Q: 3 clusters Score -688587.2 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -688890.500000 Penalty: 656.282166 Iteration 7Q: 3 clusters Score -688890.5 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -689193.187500 Penalty: 656.282166 Iteration 8Q: 3 clusters Score -689193.2 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -689468.312500 Penalty: 656.282166 Iteration 9Q: 3 clusters Score -689468.3 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -689753.750000 Penalty: 656.282166 Iteration 10Q: 3 clusters Score -689753.8 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -690121.875000 Penalty: 656.282166 Iteration 11Q: 3 clusters Score -690121.9 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -690598.687500 Penalty: 656.282166 Iteration 12Q: 3 clusters Score -690598.7 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -691099.312500 Penalty: 656.282166 Iteration 13Q: 3 clusters Score -691099.3 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -691519.562500 Penalty: 656.282166 Iteration 14Q: 3 clusters Score -691519.6 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -691778.625000 Penalty: 656.282166 Iteration 15Q: 3 clusters Score -691778.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 12303 members Entering Unmasked Estep Score: -691892.625000 Penalty: 656.282166 Iteration 16Q: 3 clusters Score -691892.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -691953.812500 Penalty: 656.282166 Iteration 17Q: 3 clusters Score -691953.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -691979.812500 Penalty: 656.282166 Iteration 18Q: 3 clusters Score -691979.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 12223 members Entering Unmasked Estep Score: -691992.187500 Penalty: 656.282166 Iteration 19Q: 3 clusters Score -691992.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -692017.937500 Penalty: 656.282166 Iteration 20F: 3 clusters Score -692017.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -692029.750000 Penalty: 656.282166 Iteration 21Q: 3 clusters Score -692029.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -692032.500000 Penalty: 656.282166 Iteration 22Q: 3 clusters Score -692032.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 12053 members Entering Unmasked Estep Score: -692036.187500 Penalty: 656.282166 Iteration 23Q: 3 clusters Score -692036.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -692038.125000 Penalty: 656.282166 Iteration 24Q: 3 clusters Score -692038.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -692039.812500 Penalty: 656.282166 Iteration 25Q: 3 clusters Score -692039.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -692044.250000 Penalty: 656.282166 Iteration 26Q: 3 clusters Score -692044.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -692048.812500 Penalty: 656.282166 Iteration 27Q: 3 clusters Score -692048.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -692048.062500 Penalty: 656.282166 Iteration 28Q: 3 clusters Score -692048.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -692048.937500 Penalty: 656.282166 Iteration 29Q: 3 clusters Score -692048.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -692049.125000 Penalty: 656.282166 Iteration 30Q: 3 clusters Score -692049.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -692048.937500 Penalty: 656.282166 Iteration 31Q: 3 clusters Score -692048.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -692045.687500 Penalty: 656.282166 Iteration 32Q: 3 clusters Score -692045.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -692046.625000 Penalty: 656.282166 Iteration 33Q: 3 clusters Score -692046.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -692047.000000 Penalty: 656.282166 Iteration 34Q: 3 clusters Score -692047 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -692047.437500 Penalty: 656.282166 Iteration 35Q: 3 clusters Score -692047.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 11729 members Entering Unmasked Estep Score: -692046.250000 Penalty: 656.282166 Iteration 36Q: 3 clusters Score -692046.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -692048.500000 Penalty: 656.282166 Iteration 37Q: 3 clusters Score -692048.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -692049.562500 Penalty: 656.282166 Iteration 38Q: 3 clusters Score -692049.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -692050.437500 Penalty: 656.282166 Iteration 39Q: 3 clusters Score -692050.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -692050.062500 Penalty: 656.282166 Iteration 40F: 3 clusters Score -692050.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -692050.937500 Penalty: 656.282166 Iteration 41Q: 3 clusters Score -692050.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -692048.937500 Penalty: 656.282166 Iteration 42Q: 3 clusters Score -692048.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -692050.500000 Penalty: 656.282166 Iteration 43Q: 3 clusters Score -692050.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -692053.875000 Penalty: 656.282166 Iteration 44Q: 3 clusters Score -692053.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -692053.437500 Penalty: 656.282166 Iteration 45Q: 3 clusters Score -692053.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -692053.312500 Penalty: 656.282166 Iteration 46Q: 3 clusters Score -692053.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -692051.875000 Penalty: 656.282166 Iteration 47Q: 3 clusters Score -692051.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -692052.187500 Penalty: 656.282166 Iteration 48Q: 3 clusters Score -692052.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -692051.437500 Penalty: 656.282166 Iteration 49Q: 3 clusters Score -692051.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -692051.500000 Penalty: 656.282166 Iteration 50Q: 3 clusters Score -692051.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -692053.000000 Penalty: 656.282166 Iteration 51Q: 3 clusters Score -692053 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -692052.062500 Penalty: 656.282166 Iteration 52Q: 3 clusters Score -692052.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -692052.437500 Penalty: 656.282166 Iteration 53Q: 3 clusters Score -692052.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -692052.312500 Penalty: 656.282166 Iteration 54Q: 3 clusters Score -692052.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -692052.687500 Penalty: 656.282166 Iteration 55Q: 3 clusters Score -692052.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -692052.687500 Penalty: 656.282166 Iteration 56Q: 3 clusters Score -692052.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -692052.687500 Penalty: 656.282166 Iteration 57F: 3 clusters Score -692052.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Mstep: Class 31 contains 11577 members Entering Unmasked Estep Score: -8873838.000000 Penalty: 12966.294922 Splitting cluster 14 changes total score from -8835699.000000 to -8873838.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 16 (15184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15184 members Entering Unmasked Estep Score: -397980.093750 Penalty: 317.723907 Iteration 0F: 2 clusters Score -397980.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -387984.625000 Penalty: 635.447815 Iteration 0F: 3 clusters Score -387984.6 nChanged 7233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -392658.531250 Penalty: 635.447815 Iteration 1F: 3 clusters Score -392658.5 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -393254.093750 Penalty: 635.447815 Iteration 2F: 3 clusters Score -393254.1 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -394081.687500 Penalty: 635.447815 Iteration 3F: 3 clusters Score -394081.7 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -395195.250000 Penalty: 635.447815 Iteration 4F: 3 clusters Score -395195.2 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -396346.406250 Penalty: 635.447815 Iteration 5F: 3 clusters Score -396346.4 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -397542.437500 Penalty: 635.447815 Iteration 6F: 3 clusters Score -397542.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -398874.156250 Penalty: 635.447815 Iteration 7Q: 3 clusters Score -398874.2 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -399391.125000 Penalty: 635.447815 Iteration 8Q: 3 clusters Score -399391.1 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -399503.750000 Penalty: 635.447815 Iteration 9Q: 3 clusters Score -399503.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -399556.343750 Penalty: 635.447815 Iteration 10Q: 3 clusters Score -399556.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -399592.750000 Penalty: 635.447815 Iteration 11Q: 3 clusters Score -399592.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -399621.406250 Penalty: 635.447815 Iteration 12Q: 3 clusters Score -399621.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -399649.375000 Penalty: 635.447815 Iteration 13Q: 3 clusters Score -399649.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -399674.062500 Penalty: 635.447815 Iteration 14Q: 3 clusters Score -399674.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -399697.156250 Penalty: 635.447815 Iteration 15Q: 3 clusters Score -399697.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -399720.062500 Penalty: 635.447815 Iteration 16Q: 3 clusters Score -399720.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -399746.625000 Penalty: 635.447815 Iteration 17Q: 3 clusters Score -399746.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -399775.062500 Penalty: 635.447815 Iteration 18Q: 3 clusters Score -399775.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -399804.812500 Penalty: 635.447815 Iteration 19Q: 3 clusters Score -399804.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -399850.625000 Penalty: 635.447815 Iteration 20F: 3 clusters Score -399850.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -399912.687500 Penalty: 635.447815 Iteration 21Q: 3 clusters Score -399912.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -399994.781250 Penalty: 635.447815 Iteration 22Q: 3 clusters Score -399994.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -400134.437500 Penalty: 635.447815 Iteration 23Q: 3 clusters Score -400134.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -400288.906250 Penalty: 635.447815 Iteration 24Q: 3 clusters Score -400288.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -400434.593750 Penalty: 635.447815 Iteration 25Q: 3 clusters Score -400434.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -400547.406250 Penalty: 635.447815 Iteration 26Q: 3 clusters Score -400547.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -400638.218750 Penalty: 635.447815 Iteration 27Q: 3 clusters Score -400638.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -400724.906250 Penalty: 635.447815 Iteration 28Q: 3 clusters Score -400724.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -400828.406250 Penalty: 635.447815 Iteration 29Q: 3 clusters Score -400828.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -400955.218750 Penalty: 635.447815 Iteration 30Q: 3 clusters Score -400955.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -401174.156250 Penalty: 635.447815 Iteration 31Q: 3 clusters Score -401174.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -401575.093750 Penalty: 635.447815 Iteration 32Q: 3 clusters Score -401575.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -402214.343750 Penalty: 635.447815 Iteration 33Q: 3 clusters Score -402214.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -403095.312500 Penalty: 635.447815 Iteration 34Q: 3 clusters Score -403095.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -403717.875000 Penalty: 635.447815 Iteration 35Q: 3 clusters Score -403717.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -403789.250000 Penalty: 635.447815 Iteration 36Q: 3 clusters Score -403789.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -403789.687500 Penalty: 635.447815 Iteration 37Q: 3 clusters Score -403789.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -403789.937500 Penalty: 635.447815 Iteration 38Q: 3 clusters Score -403789.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -403789.937500 Penalty: 635.447815 Iteration 39F: 3 clusters Score -403789.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 38230 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Mstep: Class 31 contains 11577 members Mstep: Class 32 contains 12095 members Entering Unmasked Estep Score: -8879569.000000 Penalty: 13384.562500 Splitting cluster 16 changes total score from -8835699.000000 to -8879569.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 17 (38230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38230 members Entering Unmasked Estep Score: -1199869.625000 Penalty: 348.195374 Iteration 0F: 2 clusters Score -1199870 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 19117 members Entering Unmasked Estep Score: -1174352.125000 Penalty: 696.390747 Iteration 0F: 3 clusters Score -1174352 nChanged 18427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20032 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -1186433.125000 Penalty: 696.390747 Iteration 1F: 3 clusters Score -1186433 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20952 members Mstep: Class 2 contains 17278 members Entering Unmasked Estep Score: -1187846.750000 Penalty: 696.390747 Iteration 2F: 3 clusters Score -1187847 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22119 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -1189468.000000 Penalty: 696.390747 Iteration 3F: 3 clusters Score -1189468 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23352 members Mstep: Class 2 contains 14878 members Entering Unmasked Estep Score: -1191069.250000 Penalty: 696.390747 Iteration 4F: 3 clusters Score -1191069 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24638 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -1192416.625000 Penalty: 696.390747 Iteration 5F: 3 clusters Score -1192417 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25857 members Mstep: Class 2 contains 12373 members Entering Unmasked Estep Score: -1193335.750000 Penalty: 696.390747 Iteration 6Q: 3 clusters Score -1193336 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26948 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -1193912.375000 Penalty: 696.390747 Iteration 7Q: 3 clusters Score -1193912 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28068 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1194407.500000 Penalty: 696.390747 Iteration 8Q: 3 clusters Score -1194408 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29203 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1194874.125000 Penalty: 696.390747 Iteration 9Q: 3 clusters Score -1194874 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30288 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1195287.750000 Penalty: 696.390747 Iteration 10Q: 3 clusters Score -1195288 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31316 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1195726.000000 Penalty: 696.390747 Iteration 11Q: 3 clusters Score -1195726 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1196257.000000 Penalty: 696.390747 Iteration 12Q: 3 clusters Score -1196257 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33509 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1196875.000000 Penalty: 696.390747 Iteration 13Q: 3 clusters Score -1196875 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34625 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1197695.250000 Penalty: 696.390747 Iteration 14Q: 3 clusters Score -1197695 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35695 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1198609.250000 Penalty: 696.390747 Iteration 15Q: 3 clusters Score -1198609 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36511 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1199254.750000 Penalty: 696.390747 Iteration 16Q: 3 clusters Score -1199255 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36975 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1199564.375000 Penalty: 696.390747 Iteration 17Q: 3 clusters Score -1199564 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37227 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1199691.875000 Penalty: 696.390747 Iteration 18Q: 3 clusters Score -1199692 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37393 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1199784.125000 Penalty: 696.390747 Iteration 19Q: 3 clusters Score -1199784 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37503 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1199844.250000 Penalty: 696.390747 Iteration 20F: 3 clusters Score -1199844 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37576 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1199878.625000 Penalty: 696.390747 Iteration 21Q: 3 clusters Score -1199879 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37623 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1199897.625000 Penalty: 696.390747 Iteration 22Q: 3 clusters Score -1199898 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37650 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1199905.250000 Penalty: 696.390747 Iteration 23Q: 3 clusters Score -1199905 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37662 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1199906.250000 Penalty: 696.390747 Iteration 24Q: 3 clusters Score -1199906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37665 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1199906.250000 Penalty: 696.390747 Iteration 25Q: 3 clusters Score -1199906 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37669 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1199907.250000 Penalty: 696.390747 Iteration 26Q: 3 clusters Score -1199907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37670 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1199909.375000 Penalty: 696.390747 Iteration 27Q: 3 clusters Score -1199909 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37671 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1199909.625000 Penalty: 696.390747 Iteration 28Q: 3 clusters Score -1199910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37672 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1199908.125000 Penalty: 696.390747 Iteration 29Q: 3 clusters Score -1199908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37674 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1199906.750000 Penalty: 696.390747 Iteration 30Q: 3 clusters Score -1199907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37674 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1199906.750000 Penalty: 696.390747 Iteration 31F: 3 clusters Score -1199907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 37674 members Mstep: Class 18 contains 22260 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Mstep: Class 31 contains 11577 members Mstep: Class 32 contains 12095 members Mstep: Class 33 contains 556 members Entering Unmasked Estep Score: -8879516.000000 Penalty: 13802.830078 Splitting cluster 17 changes total score from -8835699.000000 to -8879516.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 18 (22260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22260 members Entering Unmasked Estep Score: -695555.812500 Penalty: 330.348053 Iteration 0F: 2 clusters Score -695555.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -680789.437500 Penalty: 660.696106 Iteration 0F: 3 clusters Score -680789.4 nChanged 10697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -688208.000000 Penalty: 660.696106 Iteration 1F: 3 clusters Score -688208 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -689704.625000 Penalty: 660.696106 Iteration 2F: 3 clusters Score -689704.6 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -691509.687500 Penalty: 660.696106 Iteration 3F: 3 clusters Score -691509.7 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -693266.437500 Penalty: 660.696106 Iteration 4F: 3 clusters Score -693266.4 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -694469.875000 Penalty: 660.696106 Iteration 5F: 3 clusters Score -694469.9 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -695086.875000 Penalty: 660.696106 Iteration 6F: 3 clusters Score -695086.9 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -695414.312500 Penalty: 660.696106 Iteration 7Q: 3 clusters Score -695414.3 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -695586.000000 Penalty: 660.696106 Iteration 8Q: 3 clusters Score -695586 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -695703.625000 Penalty: 660.696106 Iteration 9Q: 3 clusters Score -695703.6 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -695810.625000 Penalty: 660.696106 Iteration 10Q: 3 clusters Score -695810.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -695887.312500 Penalty: 660.696106 Iteration 11Q: 3 clusters Score -695887.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15236 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -695948.750000 Penalty: 660.696106 Iteration 12Q: 3 clusters Score -695948.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -696013.875000 Penalty: 660.696106 Iteration 13Q: 3 clusters Score -696013.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -696087.562500 Penalty: 660.696106 Iteration 14Q: 3 clusters Score -696087.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -696160.812500 Penalty: 660.696106 Iteration 15Q: 3 clusters Score -696160.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16264 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -696225.250000 Penalty: 660.696106 Iteration 16Q: 3 clusters Score -696225.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -696290.062500 Penalty: 660.696106 Iteration 17Q: 3 clusters Score -696290.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16784 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -696361.875000 Penalty: 660.696106 Iteration 18Q: 3 clusters Score -696361.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -696428.437500 Penalty: 660.696106 Iteration 19Q: 3 clusters Score -696428.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17270 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -696485.750000 Penalty: 660.696106 Iteration 20F: 3 clusters Score -696485.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17477 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -696538.625000 Penalty: 660.696106 Iteration 21Q: 3 clusters Score -696538.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -696583.250000 Penalty: 660.696106 Iteration 22Q: 3 clusters Score -696583.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -696629.437500 Penalty: 660.696106 Iteration 23Q: 3 clusters Score -696629.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -696674.000000 Penalty: 660.696106 Iteration 24Q: 3 clusters Score -696674 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18176 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -696713.812500 Penalty: 660.696106 Iteration 25Q: 3 clusters Score -696713.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -696738.375000 Penalty: 660.696106 Iteration 26Q: 3 clusters Score -696738.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -696760.812500 Penalty: 660.696106 Iteration 27Q: 3 clusters Score -696760.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -696777.937500 Penalty: 660.696106 Iteration 28Q: 3 clusters Score -696777.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -696794.937500 Penalty: 660.696106 Iteration 29Q: 3 clusters Score -696794.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18706 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -696805.812500 Penalty: 660.696106 Iteration 30Q: 3 clusters Score -696805.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -696814.250000 Penalty: 660.696106 Iteration 31Q: 3 clusters Score -696814.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18832 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -696820.312500 Penalty: 660.696106 Iteration 32Q: 3 clusters Score -696820.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18891 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -696824.500000 Penalty: 660.696106 Iteration 33Q: 3 clusters Score -696824.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -696829.500000 Penalty: 660.696106 Iteration 34Q: 3 clusters Score -696829.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -696832.187500 Penalty: 660.696106 Iteration 35Q: 3 clusters Score -696832.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18989 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -696832.062500 Penalty: 660.696106 Iteration 36Q: 3 clusters Score -696832.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19006 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -696832.937500 Penalty: 660.696106 Iteration 37Q: 3 clusters Score -696832.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19023 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -696833.437500 Penalty: 660.696106 Iteration 38Q: 3 clusters Score -696833.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -696834.937500 Penalty: 660.696106 Iteration 39Q: 3 clusters Score -696834.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19058 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -696836.000000 Penalty: 660.696106 Iteration 40F: 3 clusters Score -696836 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19077 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -696835.187500 Penalty: 660.696106 Iteration 41Q: 3 clusters Score -696835.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -696835.375000 Penalty: 660.696106 Iteration 42Q: 3 clusters Score -696835.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -696834.750000 Penalty: 660.696106 Iteration 43Q: 3 clusters Score -696834.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -696837.500000 Penalty: 660.696106 Iteration 44Q: 3 clusters Score -696837.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -696839.062500 Penalty: 660.696106 Iteration 45Q: 3 clusters Score -696839.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19133 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -696839.125000 Penalty: 660.696106 Iteration 46Q: 3 clusters Score -696839.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19140 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -696838.750000 Penalty: 660.696106 Iteration 47Q: 3 clusters Score -696838.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19147 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -696839.687500 Penalty: 660.696106 Iteration 48Q: 3 clusters Score -696839.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19149 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -696839.625000 Penalty: 660.696106 Iteration 49Q: 3 clusters Score -696839.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19154 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -696838.375000 Penalty: 660.696106 Iteration 50Q: 3 clusters Score -696838.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19155 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -696838.437500 Penalty: 660.696106 Iteration 51Q: 3 clusters Score -696838.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19156 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -696837.750000 Penalty: 660.696106 Iteration 52Q: 3 clusters Score -696837.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19158 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -696837.062500 Penalty: 660.696106 Iteration 53Q: 3 clusters Score -696837.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -696837.437500 Penalty: 660.696106 Iteration 54Q: 3 clusters Score -696837.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19163 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -696837.812500 Penalty: 660.696106 Iteration 55Q: 3 clusters Score -696837.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19165 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -696839.062500 Penalty: 660.696106 Iteration 56Q: 3 clusters Score -696839.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19166 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -696838.812500 Penalty: 660.696106 Iteration 57Q: 3 clusters Score -696838.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19166 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -696838.812500 Penalty: 660.696106 Iteration 58F: 3 clusters Score -696838.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 37674 members Mstep: Class 18 contains 19166 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Mstep: Class 31 contains 11577 members Mstep: Class 32 contains 12095 members Mstep: Class 33 contains 556 members Mstep: Class 34 contains 3094 members Entering Unmasked Estep Score: -8880670.000000 Penalty: 14221.097656 Splitting cluster 18 changes total score from -8835699.000000 to -8880670.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 19 (2760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Entering Unmasked Estep Score: -86411.210938 Penalty: 261.458527 Iteration 0F: 2 clusters Score -86411.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -84549.710938 Penalty: 522.917053 Iteration 0F: 3 clusters Score -84549.71 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -85315.929688 Penalty: 522.917053 Iteration 1F: 3 clusters Score -85315.93 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -85530.375000 Penalty: 522.917053 Iteration 2F: 3 clusters Score -85530.38 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -85748.875000 Penalty: 522.917053 Iteration 3F: 3 clusters Score -85748.88 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -86001.945312 Penalty: 522.917053 Iteration 4F: 3 clusters Score -86001.95 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -86505.242188 Penalty: 522.917053 Iteration 5F: 3 clusters Score -86505.24 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -87312.648438 Penalty: 522.917053 Iteration 6F: 3 clusters Score -87312.65 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -87737.843750 Penalty: 522.917053 Iteration 7F: 3 clusters Score -87737.84 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -87863.320312 Penalty: 522.917053 Iteration 8Q: 3 clusters Score -87863.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -87868.562500 Penalty: 522.917053 Iteration 9Q: 3 clusters Score -87868.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -87871.429688 Penalty: 522.917053 Iteration 10Q: 3 clusters Score -87871.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -87871.937500 Penalty: 522.917053 Iteration 11Q: 3 clusters Score -87871.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -87872.046875 Penalty: 522.917053 Iteration 12Q: 3 clusters Score -87872.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -87872.046875 Penalty: 522.917053 Iteration 13F: 3 clusters Score -87872.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 37674 members Mstep: Class 18 contains 19166 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 6888 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 23776 members Mstep: Class 24 contains 1308 members Mstep: Class 25 contains 1376 members Mstep: Class 26 contains 1262 members Mstep: Class 27 contains 3300 members Mstep: Class 28 contains 29095 members Mstep: Class 29 contains 5304 members Mstep: Class 30 contains 55937 members Mstep: Class 31 contains 11577 members Mstep: Class 32 contains 12095 members Mstep: Class 33 contains 556 members Mstep: Class 34 contains 3094 members Mstep: Class 35 contains 1798 members Entering Unmasked Estep Score: -8881994.000000 Penalty: 14639.365234 Splitting cluster 19 changes total score from -8835699.000000 to -8881994.000000 So it's getting split into cluster 35. Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 17161 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 15773 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 2488 members Mstep: Class 12 contains 15388 members Mstep: Class 13 contains 9219 members Mstep: Class 14 contains 9243 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 37674 members Mstep: Class 18 contains 19166 members Mstep: Class 19 contains 962 members Entering Unmasked Estep ConsiderDeletion Score: -8890905.000000 Penalty: 14639.365234 Iteration 39Q: 36 clusters Score -8890905 nChanged 9334 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 16894 members Mstep: Class 2 contains 1012 members Mstep: Class 3 contains 17364 members Mstep: Class 4 contains 1632 members Mstep: Class 5 contains 2739 members Mstep: Class 6 contains 2428 members Mstep: Class 7 contains 16242 members Mstep: Class 8 contains 935 members Mstep: Class 9 contains 1670 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 2740 members Mstep: Class 12 contains 15434 members Mstep: Class 13 contains 9819 members Mstep: Class 14 contains 9374 members Mstep: Class 15 contains 894 members Mstep: Class 16 contains 3369 members Mstep: Class 17 contains 37325 members Mstep: Class 18 contains 19134 members Mstep: Class 19 contains 988 members Mstep: Class 20 contains 1998 members Mstep: Class 21 contains 6567 members Mstep: Class 22 contains 534 members Mstep: Class 23 contains 23844 members Mstep: Class 24 contains 1493 members Mstep: Class 25 contains 1326 members Mstep: Class 26 contains 1526 members Mstep: Class 27 contains 2958 members Mstep: Class 28 contains 28728 members Mstep: Class 29 contains 4391 members Mstep: Class 30 contains 55025 members Mstep: Class 31 contains 11483 members Mstep: Class 32 contains 11546 members Mstep: Class 33 contains 574 members Mstep: Class 34 contains 3065 members Mstep: Class 35 contains 1778 members Entering Unmasked Estep ConsiderDeletion Score: -8901461.000000 Penalty: 14639.365234 Iteration 40F: 36 clusters Score -8901461 nChanged 8486 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 15771 members Mstep: Class 2 contains 953 members Mstep: Class 3 contains 16717 members Mstep: Class 4 contains 1404 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 2572 members Mstep: Class 7 contains 15667 members Mstep: Class 8 contains 839 members Mstep: Class 9 contains 1853 members Mstep: Class 10 contains 2977 members Mstep: Class 11 contains 2879 members Mstep: Class 12 contains 15429 members Mstep: Class 13 contains 9946 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 894 members Mstep: Class 16 contains 3512 members Mstep: Class 17 contains 36943 members Mstep: Class 18 contains 19044 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 3173 members Mstep: Class 21 contains 7056 members Mstep: Class 22 contains 483 members Mstep: Class 23 contains 24001 members Mstep: Class 24 contains 1597 members Mstep: Class 25 contains 1354 members Mstep: Class 26 contains 1667 members Mstep: Class 27 contains 3121 members Mstep: Class 28 contains 28896 members Mstep: Class 29 contains 3909 members Mstep: Class 30 contains 54930 members Mstep: Class 31 contains 11543 members Mstep: Class 32 contains 11581 members Mstep: Class 33 contains 824 members Mstep: Class 34 contains 3093 members Mstep: Class 35 contains 2042 members Entering Unmasked Estep ConsiderDeletion Score: -8906783.000000 Penalty: 14639.365234 Iteration 41Q: 36 clusters Score -8906783 nChanged 5497 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 14802 members Mstep: Class 2 contains 1053 members Mstep: Class 3 contains 16438 members Mstep: Class 4 contains 1344 members Mstep: Class 5 contains 2627 members Mstep: Class 6 contains 2611 members Mstep: Class 7 contains 15226 members Mstep: Class 8 contains 794 members Mstep: Class 9 contains 2011 members Mstep: Class 10 contains 3104 members Mstep: Class 11 contains 2994 members Mstep: Class 12 contains 15423 members Mstep: Class 13 contains 9979 members Mstep: Class 14 contains 9136 members Mstep: Class 15 contains 901 members Mstep: Class 16 contains 3654 members Mstep: Class 17 contains 36629 members Mstep: Class 18 contains 19015 members Mstep: Class 19 contains 1029 members Mstep: Class 20 contains 4152 members Mstep: Class 21 contains 7224 members Mstep: Class 22 contains 460 members Mstep: Class 23 contains 24111 members Mstep: Class 24 contains 1668 members Mstep: Class 25 contains 1404 members Mstep: Class 26 contains 1727 members Mstep: Class 27 contains 3149 members Mstep: Class 28 contains 28967 members Mstep: Class 29 contains 3680 members Mstep: Class 30 contains 54794 members Mstep: Class 31 contains 11544 members Mstep: Class 32 contains 11576 members Mstep: Class 33 contains 994 members Mstep: Class 34 contains 3050 members Mstep: Class 35 contains 2297 members Entering Unmasked Estep ConsiderDeletion Score: -8910287.000000 Penalty: 14639.365234 Iteration 42Q: 36 clusters Score -8910287 nChanged 4678 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 1366 members Mstep: Class 3 contains 16290 members Mstep: Class 4 contains 1287 members Mstep: Class 5 contains 2579 members Mstep: Class 6 contains 2626 members Mstep: Class 7 contains 14697 members Mstep: Class 8 contains 751 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 3188 members Mstep: Class 11 contains 3082 members Mstep: Class 12 contains 15385 members Mstep: Class 13 contains 10006 members Mstep: Class 14 contains 9081 members Mstep: Class 15 contains 896 members Mstep: Class 16 contains 3796 members Mstep: Class 17 contains 36354 members Mstep: Class 18 contains 18979 members Mstep: Class 19 contains 1051 members Mstep: Class 20 contains 5101 members Mstep: Class 21 contains 7310 members Mstep: Class 22 contains 449 members Mstep: Class 23 contains 24232 members Mstep: Class 24 contains 1727 members Mstep: Class 25 contains 1467 members Mstep: Class 26 contains 1765 members Mstep: Class 27 contains 3124 members Mstep: Class 28 contains 29013 members Mstep: Class 29 contains 3531 members Mstep: Class 30 contains 54618 members Mstep: Class 31 contains 11547 members Mstep: Class 32 contains 11562 members Mstep: Class 33 contains 1159 members Mstep: Class 34 contains 2998 members Mstep: Class 35 contains 2504 members Entering Unmasked Estep ConsiderDeletion Score: -8913144.000000 Penalty: 14639.365234 Iteration 43Q: 36 clusters Score -8913144 nChanged 4305 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 1948 members Mstep: Class 3 contains 16226 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 2548 members Mstep: Class 6 contains 2640 members Mstep: Class 7 contains 14185 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2328 members Mstep: Class 10 contains 3256 members Mstep: Class 11 contains 3125 members Mstep: Class 12 contains 15325 members Mstep: Class 13 contains 10020 members Mstep: Class 14 contains 9036 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 3909 members Mstep: Class 17 contains 36117 members Mstep: Class 18 contains 18934 members Mstep: Class 19 contains 1083 members Mstep: Class 20 contains 5991 members Mstep: Class 21 contains 7358 members Mstep: Class 22 contains 447 members Mstep: Class 23 contains 24367 members Mstep: Class 24 contains 1774 members Mstep: Class 25 contains 1530 members Mstep: Class 26 contains 1800 members Mstep: Class 27 contains 3079 members Mstep: Class 28 contains 29005 members Mstep: Class 29 contains 3434 members Mstep: Class 30 contains 54419 members Mstep: Class 31 contains 11537 members Mstep: Class 32 contains 11547 members Mstep: Class 33 contains 1316 members Mstep: Class 34 contains 2925 members Mstep: Class 35 contains 2655 members Entering Unmasked Estep ConsiderDeletion Score: -8915293.000000 Penalty: 14639.365234 Iteration 44Q: 36 clusters Score -8915293 nChanged 3906 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 2668 members Mstep: Class 3 contains 16186 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 2515 members Mstep: Class 6 contains 2654 members Mstep: Class 7 contains 13621 members Mstep: Class 8 contains 687 members Mstep: Class 9 contains 2470 members Mstep: Class 10 contains 3288 members Mstep: Class 11 contains 3169 members Mstep: Class 12 contains 15247 members Mstep: Class 13 contains 10024 members Mstep: Class 14 contains 9006 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 4042 members Mstep: Class 17 contains 35899 members Mstep: Class 18 contains 18879 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 6746 members Mstep: Class 21 contains 7382 members Mstep: Class 22 contains 445 members Mstep: Class 23 contains 24479 members Mstep: Class 24 contains 1793 members Mstep: Class 25 contains 1591 members Mstep: Class 26 contains 1822 members Mstep: Class 27 contains 3036 members Mstep: Class 28 contains 29003 members Mstep: Class 29 contains 3374 members Mstep: Class 30 contains 54245 members Mstep: Class 31 contains 11526 members Mstep: Class 32 contains 11547 members Mstep: Class 33 contains 1454 members Mstep: Class 34 contains 2842 members Mstep: Class 35 contains 2790 members Entering Unmasked Estep ConsiderDeletion Score: -8916943.000000 Penalty: 14639.365234 Iteration 45Q: 36 clusters Score -8916943 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 3456 members Mstep: Class 3 contains 16174 members Mstep: Class 4 contains 1216 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2663 members Mstep: Class 7 contains 13045 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 2600 members Mstep: Class 10 contains 3321 members Mstep: Class 11 contains 3195 members Mstep: Class 12 contains 15175 members Mstep: Class 13 contains 10014 members Mstep: Class 14 contains 8976 members Mstep: Class 15 contains 846 members Mstep: Class 16 contains 4159 members Mstep: Class 17 contains 35695 members Mstep: Class 18 contains 18824 members Mstep: Class 19 contains 1187 members Mstep: Class 20 contains 7403 members Mstep: Class 21 contains 7412 members Mstep: Class 22 contains 441 members Mstep: Class 23 contains 24610 members Mstep: Class 24 contains 1804 members Mstep: Class 25 contains 1650 members Mstep: Class 26 contains 1841 members Mstep: Class 27 contains 3022 members Mstep: Class 28 contains 28941 members Mstep: Class 29 contains 3323 members Mstep: Class 30 contains 54114 members Mstep: Class 31 contains 11512 members Mstep: Class 32 contains 11547 members Mstep: Class 33 contains 1576 members Mstep: Class 34 contains 2761 members Mstep: Class 35 contains 2911 members Entering Unmasked Estep ConsiderDeletion Score: -8918288.000000 Penalty: 14639.365234 Iteration 46Q: 36 clusters Score -8918288 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 4354 members Mstep: Class 3 contains 16188 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 2454 members Mstep: Class 6 contains 2672 members Mstep: Class 7 contains 12507 members Mstep: Class 8 contains 668 members Mstep: Class 9 contains 2726 members Mstep: Class 10 contains 3338 members Mstep: Class 11 contains 3223 members Mstep: Class 12 contains 15088 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 8954 members Mstep: Class 15 contains 834 members Mstep: Class 16 contains 4281 members Mstep: Class 17 contains 35501 members Mstep: Class 18 contains 18780 members Mstep: Class 19 contains 1226 members Mstep: Class 20 contains 7967 members Mstep: Class 21 contains 7447 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 24754 members Mstep: Class 24 contains 1821 members Mstep: Class 25 contains 1700 members Mstep: Class 26 contains 1862 members Mstep: Class 27 contains 3063 members Mstep: Class 28 contains 28753 members Mstep: Class 29 contains 3277 members Mstep: Class 30 contains 54013 members Mstep: Class 31 contains 11492 members Mstep: Class 32 contains 11547 members Mstep: Class 33 contains 1670 members Mstep: Class 34 contains 2684 members Mstep: Class 35 contains 3016 members Entering Unmasked Estep ConsiderDeletion Score: -8919944.000000 Penalty: 14639.365234 Iteration 47Q: 36 clusters Score -8919944 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 5443 members Mstep: Class 3 contains 16232 members Mstep: Class 4 contains 1221 members Mstep: Class 5 contains 2419 members Mstep: Class 6 contains 2679 members Mstep: Class 7 contains 12028 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 2820 members Mstep: Class 10 contains 3357 members Mstep: Class 11 contains 3241 members Mstep: Class 12 contains 15010 members Mstep: Class 13 contains 9961 members Mstep: Class 14 contains 8939 members Mstep: Class 15 contains 824 members Mstep: Class 16 contains 4386 members Mstep: Class 17 contains 35339 members Mstep: Class 18 contains 18739 members Mstep: Class 19 contains 1252 members Mstep: Class 20 contains 8405 members Mstep: Class 21 contains 7469 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 24902 members Mstep: Class 24 contains 1839 members Mstep: Class 25 contains 1742 members Mstep: Class 26 contains 1882 members Mstep: Class 27 contains 3140 members Mstep: Class 28 contains 28413 members Mstep: Class 29 contains 3244 members Mstep: Class 30 contains 53958 members Mstep: Class 31 contains 11475 members Mstep: Class 32 contains 11555 members Mstep: Class 33 contains 1747 members Mstep: Class 34 contains 2602 members Mstep: Class 35 contains 3083 members Entering Unmasked Estep ConsiderDeletion Score: -8921927.000000 Penalty: 14639.365234 Iteration 48Q: 36 clusters Score -8921927 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 6097 members Mstep: Class 3 contains 16274 members Mstep: Class 4 contains 1251 members Mstep: Class 5 contains 2378 members Mstep: Class 6 contains 2687 members Mstep: Class 7 contains 11659 members Mstep: Class 8 contains 676 members Mstep: Class 9 contains 2916 members Mstep: Class 10 contains 3365 members Mstep: Class 11 contains 3261 members Mstep: Class 12 contains 14938 members Mstep: Class 13 contains 9912 members Mstep: Class 14 contains 8925 members Mstep: Class 15 contains 799 members Mstep: Class 16 contains 4479 members Mstep: Class 17 contains 35177 members Mstep: Class 18 contains 18687 members Mstep: Class 19 contains 1283 members Mstep: Class 20 contains 8601 members Mstep: Class 21 contains 7484 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 25083 members Mstep: Class 24 contains 1848 members Mstep: Class 25 contains 1775 members Mstep: Class 26 contains 1894 members Mstep: Class 27 contains 3209 members Mstep: Class 28 contains 27882 members Mstep: Class 29 contains 3220 members Mstep: Class 30 contains 53936 members Mstep: Class 31 contains 11459 members Mstep: Class 32 contains 11551 members Mstep: Class 33 contains 1814 members Mstep: Class 34 contains 2591 members Mstep: Class 35 contains 3149 members Entering Unmasked Estep ConsiderDeletion Score: -8922881.000000 Penalty: 14639.365234 Iteration 49Q: 36 clusters Score -8922881 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 6475 members Mstep: Class 3 contains 16263 members Mstep: Class 4 contains 1271 members Mstep: Class 5 contains 2332 members Mstep: Class 6 contains 2692 members Mstep: Class 7 contains 11369 members Mstep: Class 8 contains 677 members Mstep: Class 9 contains 2982 members Mstep: Class 10 contains 3362 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 14886 members Mstep: Class 13 contains 9866 members Mstep: Class 14 contains 8913 members Mstep: Class 15 contains 781 members Mstep: Class 16 contains 4576 members Mstep: Class 17 contains 35036 members Mstep: Class 18 contains 18675 members Mstep: Class 19 contains 1304 members Mstep: Class 20 contains 8720 members Mstep: Class 21 contains 7494 members Mstep: Class 22 contains 427 members Mstep: Class 23 contains 25252 members Mstep: Class 24 contains 1863 members Mstep: Class 25 contains 1803 members Mstep: Class 26 contains 1903 members Mstep: Class 27 contains 3307 members Mstep: Class 28 contains 27378 members Mstep: Class 29 contains 3203 members Mstep: Class 30 contains 53944 members Mstep: Class 31 contains 11443 members Mstep: Class 32 contains 11545 members Mstep: Class 33 contains 1865 members Mstep: Class 34 contains 2585 members Mstep: Class 35 contains 3217 members Entering Unmasked Estep ConsiderDeletion Score: -8923502.000000 Penalty: 14639.365234 Iteration 50Q: 36 clusters Score -8923502 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 6634 members Mstep: Class 3 contains 16253 members Mstep: Class 4 contains 1281 members Mstep: Class 5 contains 2292 members Mstep: Class 6 contains 2701 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 677 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 3350 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 14831 members Mstep: Class 13 contains 9826 members Mstep: Class 14 contains 8903 members Mstep: Class 15 contains 765 members Mstep: Class 16 contains 4653 members Mstep: Class 17 contains 34932 members Mstep: Class 18 contains 18658 members Mstep: Class 19 contains 1320 members Mstep: Class 20 contains 8805 members Mstep: Class 21 contains 7493 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 25439 members Mstep: Class 24 contains 1872 members Mstep: Class 25 contains 1818 members Mstep: Class 26 contains 1917 members Mstep: Class 27 contains 3430 members Mstep: Class 28 contains 27012 members Mstep: Class 29 contains 3180 members Mstep: Class 30 contains 53969 members Mstep: Class 31 contains 11434 members Mstep: Class 32 contains 11547 members Mstep: Class 33 contains 1909 members Mstep: Class 34 contains 2580 members Mstep: Class 35 contains 3271 members Entering Unmasked Estep ConsiderDeletion Score: -8923806.000000 Penalty: 14639.365234 Iteration 51Q: 36 clusters Score -8923806 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 6721 members Mstep: Class 3 contains 16240 members Mstep: Class 4 contains 1283 members Mstep: Class 5 contains 2247 members Mstep: Class 6 contains 2708 members Mstep: Class 7 contains 10963 members Mstep: Class 8 contains 681 members Mstep: Class 9 contains 3092 members Mstep: Class 10 contains 3340 members Mstep: Class 11 contains 3346 members Mstep: Class 12 contains 14787 members Mstep: Class 13 contains 9771 members Mstep: Class 14 contains 8887 members Mstep: Class 15 contains 755 members Mstep: Class 16 contains 4711 members Mstep: Class 17 contains 34849 members Mstep: Class 18 contains 18655 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 8902 members Mstep: Class 21 contains 7488 members Mstep: Class 22 contains 431 members Mstep: Class 23 contains 25587 members Mstep: Class 24 contains 1882 members Mstep: Class 25 contains 1821 members Mstep: Class 26 contains 1924 members Mstep: Class 27 contains 3546 members Mstep: Class 28 contains 26753 members Mstep: Class 29 contains 3166 members Mstep: Class 30 contains 53991 members Mstep: Class 31 contains 11427 members Mstep: Class 32 contains 11579 members Mstep: Class 33 contains 1944 members Mstep: Class 34 contains 2571 members Mstep: Class 35 contains 3339 members Entering Unmasked Estep ConsiderDeletion Score: -8924134.000000 Penalty: 14639.365234 Iteration 52Q: 36 clusters Score -8924134 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 6790 members Mstep: Class 3 contains 16239 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 2200 members Mstep: Class 6 contains 2719 members Mstep: Class 7 contains 10835 members Mstep: Class 8 contains 682 members Mstep: Class 9 contains 3129 members Mstep: Class 10 contains 3320 members Mstep: Class 11 contains 3376 members Mstep: Class 12 contains 14757 members Mstep: Class 13 contains 9716 members Mstep: Class 14 contains 8872 members Mstep: Class 15 contains 746 members Mstep: Class 16 contains 4756 members Mstep: Class 17 contains 34774 members Mstep: Class 18 contains 18654 members Mstep: Class 19 contains 1361 members Mstep: Class 20 contains 8964 members Mstep: Class 21 contains 7475 members Mstep: Class 22 contains 431 members Mstep: Class 23 contains 25712 members Mstep: Class 24 contains 1887 members Mstep: Class 25 contains 1826 members Mstep: Class 26 contains 1933 members Mstep: Class 27 contains 3697 members Mstep: Class 28 contains 26538 members Mstep: Class 29 contains 3148 members Mstep: Class 30 contains 54015 members Mstep: Class 31 contains 11423 members Mstep: Class 32 contains 11594 members Mstep: Class 33 contains 1975 members Mstep: Class 34 contains 2565 members Mstep: Class 35 contains 3398 members Entering Unmasked Estep ConsiderDeletion Score: -8924471.000000 Penalty: 14639.365234 Iteration 53Q: 36 clusters Score -8924471 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 6822 members Mstep: Class 3 contains 16249 members Mstep: Class 4 contains 1283 members Mstep: Class 5 contains 2154 members Mstep: Class 6 contains 2728 members Mstep: Class 7 contains 10702 members Mstep: Class 8 contains 687 members Mstep: Class 9 contains 3143 members Mstep: Class 10 contains 3309 members Mstep: Class 11 contains 3406 members Mstep: Class 12 contains 14741 members Mstep: Class 13 contains 9659 members Mstep: Class 14 contains 8866 members Mstep: Class 15 contains 746 members Mstep: Class 16 contains 4797 members Mstep: Class 17 contains 34715 members Mstep: Class 18 contains 18644 members Mstep: Class 19 contains 1376 members Mstep: Class 20 contains 9000 members Mstep: Class 21 contains 7469 members Mstep: Class 22 contains 431 members Mstep: Class 23 contains 25842 members Mstep: Class 24 contains 1894 members Mstep: Class 25 contains 1828 members Mstep: Class 26 contains 1945 members Mstep: Class 27 contains 3873 members Mstep: Class 28 contains 26323 members Mstep: Class 29 contains 3133 members Mstep: Class 30 contains 54035 members Mstep: Class 31 contains 11416 members Mstep: Class 32 contains 11612 members Mstep: Class 33 contains 2001 members Mstep: Class 34 contains 2552 members Mstep: Class 35 contains 3426 members Entering Unmasked Estep ConsiderDeletion Score: -8924885.000000 Penalty: 14639.365234 Iteration 54Q: 36 clusters Score -8924885 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 6826 members Mstep: Class 3 contains 16250 members Mstep: Class 4 contains 1289 members Mstep: Class 5 contains 2117 members Mstep: Class 6 contains 2733 members Mstep: Class 7 contains 10580 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 3161 members Mstep: Class 10 contains 3290 members Mstep: Class 11 contains 3431 members Mstep: Class 12 contains 14725 members Mstep: Class 13 contains 9599 members Mstep: Class 14 contains 8867 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 4852 members Mstep: Class 17 contains 34636 members Mstep: Class 18 contains 18638 members Mstep: Class 19 contains 1384 members Mstep: Class 20 contains 8982 members Mstep: Class 21 contains 7470 members Mstep: Class 22 contains 433 members Mstep: Class 23 contains 25955 members Mstep: Class 24 contains 1894 members Mstep: Class 25 contains 1822 members Mstep: Class 26 contains 1956 members Mstep: Class 27 contains 4067 members Mstep: Class 28 contains 26167 members Mstep: Class 29 contains 3118 members Mstep: Class 30 contains 54069 members Mstep: Class 31 contains 11412 members Mstep: Class 32 contains 11639 members Mstep: Class 33 contains 2021 members Mstep: Class 34 contains 2550 members Mstep: Class 35 contains 3451 members Entering Unmasked Estep ConsiderDeletion Score: -8925259.000000 Penalty: 14639.365234 Iteration 55Q: 36 clusters Score -8925259 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 6816 members Mstep: Class 3 contains 16254 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 2085 members Mstep: Class 6 contains 2743 members Mstep: Class 7 contains 10453 members Mstep: Class 8 contains 693 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 3279 members Mstep: Class 11 contains 3460 members Mstep: Class 12 contains 14717 members Mstep: Class 13 contains 9530 members Mstep: Class 14 contains 8868 members Mstep: Class 15 contains 758 members Mstep: Class 16 contains 4907 members Mstep: Class 17 contains 34566 members Mstep: Class 18 contains 18623 members Mstep: Class 19 contains 1391 members Mstep: Class 20 contains 8954 members Mstep: Class 21 contains 7471 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 26044 members Mstep: Class 24 contains 1893 members Mstep: Class 25 contains 1830 members Mstep: Class 26 contains 1963 members Mstep: Class 27 contains 4244 members Mstep: Class 28 contains 26011 members Mstep: Class 29 contains 3107 members Mstep: Class 30 contains 54113 members Mstep: Class 31 contains 11411 members Mstep: Class 32 contains 11674 members Mstep: Class 33 contains 2038 members Mstep: Class 34 contains 2546 members Mstep: Class 35 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -8925500.000000 Penalty: 14639.365234 Iteration 56Q: 36 clusters Score -8925500 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 6810 members Mstep: Class 3 contains 16254 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 2052 members Mstep: Class 6 contains 2749 members Mstep: Class 7 contains 10317 members Mstep: Class 8 contains 691 members Mstep: Class 9 contains 3180 members Mstep: Class 10 contains 3266 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 14713 members Mstep: Class 13 contains 9451 members Mstep: Class 14 contains 8873 members Mstep: Class 15 contains 763 members Mstep: Class 16 contains 4959 members Mstep: Class 17 contains 34505 members Mstep: Class 18 contains 18609 members Mstep: Class 19 contains 1399 members Mstep: Class 20 contains 8914 members Mstep: Class 21 contains 7468 members Mstep: Class 22 contains 447 members Mstep: Class 23 contains 26123 members Mstep: Class 24 contains 1892 members Mstep: Class 25 contains 1830 members Mstep: Class 26 contains 1975 members Mstep: Class 27 contains 4397 members Mstep: Class 28 contains 25887 members Mstep: Class 29 contains 3094 members Mstep: Class 30 contains 54163 members Mstep: Class 31 contains 11405 members Mstep: Class 32 contains 11717 members Mstep: Class 33 contains 2051 members Mstep: Class 34 contains 2546 members Mstep: Class 35 contains 3475 members Entering Unmasked Estep ConsiderDeletion Score: -8925675.000000 Penalty: 14639.365234 Iteration 57Q: 36 clusters Score -8925675 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 6791 members Mstep: Class 3 contains 16251 members Mstep: Class 4 contains 1293 members Mstep: Class 5 contains 2023 members Mstep: Class 6 contains 2753 members Mstep: Class 7 contains 10226 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 3259 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 14704 members Mstep: Class 13 contains 9377 members Mstep: Class 14 contains 8869 members Mstep: Class 15 contains 769 members Mstep: Class 16 contains 5006 members Mstep: Class 17 contains 34446 members Mstep: Class 18 contains 18589 members Mstep: Class 19 contains 1404 members Mstep: Class 20 contains 8866 members Mstep: Class 21 contains 7468 members Mstep: Class 22 contains 455 members Mstep: Class 23 contains 26190 members Mstep: Class 24 contains 1894 members Mstep: Class 25 contains 1822 members Mstep: Class 26 contains 1988 members Mstep: Class 27 contains 4529 members Mstep: Class 28 contains 25769 members Mstep: Class 29 contains 3081 members Mstep: Class 30 contains 54223 members Mstep: Class 31 contains 11405 members Mstep: Class 32 contains 11754 members Mstep: Class 33 contains 2064 members Mstep: Class 34 contains 2553 members Mstep: Class 35 contains 3488 members Entering Unmasked Estep ConsiderDeletion Score: -8925836.000000 Penalty: 14639.365234 Iteration 58Q: 36 clusters Score -8925836 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 6774 members Mstep: Class 3 contains 16242 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 1990 members Mstep: Class 6 contains 2759 members Mstep: Class 7 contains 10136 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 3253 members Mstep: Class 11 contains 3522 members Mstep: Class 12 contains 14694 members Mstep: Class 13 contains 9312 members Mstep: Class 14 contains 8876 members Mstep: Class 15 contains 774 members Mstep: Class 16 contains 5048 members Mstep: Class 17 contains 34388 members Mstep: Class 18 contains 18567 members Mstep: Class 19 contains 1414 members Mstep: Class 20 contains 8827 members Mstep: Class 21 contains 7467 members Mstep: Class 22 contains 462 members Mstep: Class 23 contains 26253 members Mstep: Class 24 contains 1894 members Mstep: Class 25 contains 1818 members Mstep: Class 26 contains 1996 members Mstep: Class 27 contains 4661 members Mstep: Class 28 contains 25659 members Mstep: Class 29 contains 3074 members Mstep: Class 30 contains 54284 members Mstep: Class 31 contains 11405 members Mstep: Class 32 contains 11782 members Mstep: Class 33 contains 2080 members Mstep: Class 34 contains 2561 members Mstep: Class 35 contains 3497 members Entering Unmasked Estep ConsiderDeletion Score: -8925945.000000 Penalty: 14639.365234 Iteration 59Q: 36 clusters Score -8925945 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 6767 members Mstep: Class 3 contains 16239 members Mstep: Class 4 contains 1315 members Mstep: Class 5 contains 1959 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 10032 members Mstep: Class 8 contains 680 members Mstep: Class 9 contains 3189 members Mstep: Class 10 contains 3250 members Mstep: Class 11 contains 3539 members Mstep: Class 12 contains 14693 members Mstep: Class 13 contains 9242 members Mstep: Class 14 contains 8876 members Mstep: Class 15 contains 774 members Mstep: Class 16 contains 5083 members Mstep: Class 17 contains 34339 members Mstep: Class 18 contains 18557 members Mstep: Class 19 contains 1421 members Mstep: Class 20 contains 8790 members Mstep: Class 21 contains 7464 members Mstep: Class 22 contains 470 members Mstep: Class 23 contains 26306 members Mstep: Class 24 contains 1895 members Mstep: Class 25 contains 1822 members Mstep: Class 26 contains 1998 members Mstep: Class 27 contains 4765 members Mstep: Class 28 contains 25565 members Mstep: Class 29 contains 3069 members Mstep: Class 30 contains 54353 members Mstep: Class 31 contains 11407 members Mstep: Class 32 contains 11814 members Mstep: Class 33 contains 2088 members Mstep: Class 34 contains 2576 members Mstep: Class 35 contains 3505 members Entering Unmasked Estep ConsiderDeletion Score: -8926474.000000 Penalty: 14639.365234 Iteration 60F: 36 clusters Score -8926474 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 7189 members Mstep: Class 3 contains 16220 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 1934 members Mstep: Class 6 contains 2761 members Mstep: Class 7 contains 9908 members Mstep: Class 8 contains 668 members Mstep: Class 9 contains 3192 members Mstep: Class 10 contains 3256 members Mstep: Class 11 contains 3554 members Mstep: Class 12 contains 14692 members Mstep: Class 13 contains 9173 members Mstep: Class 14 contains 8876 members Mstep: Class 15 contains 722 members Mstep: Class 16 contains 5099 members Mstep: Class 17 contains 34300 members Mstep: Class 18 contains 18480 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 8888 members Mstep: Class 21 contains 7455 members Mstep: Class 22 contains 474 members Mstep: Class 23 contains 26313 members Mstep: Class 24 contains 1907 members Mstep: Class 25 contains 1822 members Mstep: Class 26 contains 2000 members Mstep: Class 27 contains 4819 members Mstep: Class 28 contains 25115 members Mstep: Class 29 contains 3066 members Mstep: Class 30 contains 54403 members Mstep: Class 31 contains 11411 members Mstep: Class 32 contains 11838 members Mstep: Class 33 contains 2178 members Mstep: Class 34 contains 2541 members Mstep: Class 35 contains 3559 members Entering Unmasked Estep ConsiderDeletion Score: -8926917.000000 Penalty: 14639.365234 Iteration 61Q: 36 clusters Score -8926917 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 7563 members Mstep: Class 3 contains 16197 members Mstep: Class 4 contains 1273 members Mstep: Class 5 contains 1920 members Mstep: Class 6 contains 2760 members Mstep: Class 7 contains 9807 members Mstep: Class 8 contains 660 members Mstep: Class 9 contains 3188 members Mstep: Class 10 contains 3256 members Mstep: Class 11 contains 3569 members Mstep: Class 12 contains 14689 members Mstep: Class 13 contains 9114 members Mstep: Class 14 contains 8885 members Mstep: Class 15 contains 701 members Mstep: Class 16 contains 5109 members Mstep: Class 17 contains 34266 members Mstep: Class 18 contains 18402 members Mstep: Class 19 contains 1498 members Mstep: Class 20 contains 8984 members Mstep: Class 21 contains 7452 members Mstep: Class 22 contains 478 members Mstep: Class 23 contains 26287 members Mstep: Class 24 contains 1919 members Mstep: Class 25 contains 1819 members Mstep: Class 26 contains 2005 members Mstep: Class 27 contains 4882 members Mstep: Class 28 contains 24669 members Mstep: Class 29 contains 3064 members Mstep: Class 30 contains 54436 members Mstep: Class 31 contains 11414 members Mstep: Class 32 contains 11876 members Mstep: Class 33 contains 2250 members Mstep: Class 34 contains 2517 members Mstep: Class 35 contains 3612 members Entering Unmasked Estep ConsiderDeletion Score: -8927268.000000 Penalty: 14639.365234 Iteration 62Q: 36 clusters Score -8927268 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 7918 members Mstep: Class 3 contains 16184 members Mstep: Class 4 contains 1263 members Mstep: Class 5 contains 1910 members Mstep: Class 6 contains 2757 members Mstep: Class 7 contains 9733 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 3190 members Mstep: Class 10 contains 3252 members Mstep: Class 11 contains 3585 members Mstep: Class 12 contains 14688 members Mstep: Class 13 contains 9063 members Mstep: Class 14 contains 8889 members Mstep: Class 15 contains 687 members Mstep: Class 16 contains 5123 members Mstep: Class 17 contains 34238 members Mstep: Class 18 contains 18333 members Mstep: Class 19 contains 1528 members Mstep: Class 20 contains 9001 members Mstep: Class 21 contains 7453 members Mstep: Class 22 contains 484 members Mstep: Class 23 contains 26242 members Mstep: Class 24 contains 1934 members Mstep: Class 25 contains 1814 members Mstep: Class 26 contains 2012 members Mstep: Class 27 contains 4952 members Mstep: Class 28 contains 24252 members Mstep: Class 29 contains 3058 members Mstep: Class 30 contains 54469 members Mstep: Class 31 contains 11411 members Mstep: Class 32 contains 11916 members Mstep: Class 33 contains 2316 members Mstep: Class 34 contains 2502 members Mstep: Class 35 contains 3662 members Entering Unmasked Estep ConsiderDeletion Score: -8927587.000000 Penalty: 14639.365234 Iteration 63Q: 36 clusters Score -8927587 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 8290 members Mstep: Class 3 contains 16173 members Mstep: Class 4 contains 1258 members Mstep: Class 5 contains 1904 members Mstep: Class 6 contains 2749 members Mstep: Class 7 contains 9655 members Mstep: Class 8 contains 648 members Mstep: Class 9 contains 3198 members Mstep: Class 10 contains 3250 members Mstep: Class 11 contains 3602 members Mstep: Class 12 contains 14678 members Mstep: Class 13 contains 9018 members Mstep: Class 14 contains 8893 members Mstep: Class 15 contains 680 members Mstep: Class 16 contains 5138 members Mstep: Class 17 contains 34205 members Mstep: Class 18 contains 18274 members Mstep: Class 19 contains 1561 members Mstep: Class 20 contains 9025 members Mstep: Class 21 contains 7448 members Mstep: Class 22 contains 493 members Mstep: Class 23 contains 26202 members Mstep: Class 24 contains 1951 members Mstep: Class 25 contains 1813 members Mstep: Class 26 contains 2017 members Mstep: Class 27 contains 5037 members Mstep: Class 28 contains 23801 members Mstep: Class 29 contains 3054 members Mstep: Class 30 contains 54494 members Mstep: Class 31 contains 11407 members Mstep: Class 32 contains 11955 members Mstep: Class 33 contains 2385 members Mstep: Class 34 contains 2476 members Mstep: Class 35 contains 3709 members Entering Unmasked Estep ConsiderDeletion Score: -8928092.000000 Penalty: 14639.365234 Iteration 64Q: 36 clusters Score -8928092 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 8736 members Mstep: Class 3 contains 16173 members Mstep: Class 4 contains 1268 members Mstep: Class 5 contains 1898 members Mstep: Class 6 contains 2747 members Mstep: Class 7 contains 9604 members Mstep: Class 8 contains 639 members Mstep: Class 9 contains 3204 members Mstep: Class 10 contains 3241 members Mstep: Class 11 contains 3619 members Mstep: Class 12 contains 14671 members Mstep: Class 13 contains 8968 members Mstep: Class 14 contains 8905 members Mstep: Class 15 contains 671 members Mstep: Class 16 contains 5160 members Mstep: Class 17 contains 34172 members Mstep: Class 18 contains 18218 members Mstep: Class 19 contains 1596 members Mstep: Class 20 contains 9034 members Mstep: Class 21 contains 7439 members Mstep: Class 22 contains 501 members Mstep: Class 23 contains 26102 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1807 members Mstep: Class 26 contains 2021 members Mstep: Class 27 contains 5111 members Mstep: Class 28 contains 23331 members Mstep: Class 29 contains 3050 members Mstep: Class 30 contains 54543 members Mstep: Class 31 contains 11405 members Mstep: Class 32 contains 11988 members Mstep: Class 33 contains 2443 members Mstep: Class 34 contains 2452 members Mstep: Class 35 contains 3744 members Entering Unmasked Estep ConsiderDeletion Score: -8928753.000000 Penalty: 14639.365234 Iteration 65Q: 36 clusters Score -8928753 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 9297 members Mstep: Class 3 contains 16170 members Mstep: Class 4 contains 1281 members Mstep: Class 5 contains 1895 members Mstep: Class 6 contains 2746 members Mstep: Class 7 contains 9598 members Mstep: Class 8 contains 635 members Mstep: Class 9 contains 3206 members Mstep: Class 10 contains 3229 members Mstep: Class 11 contains 3645 members Mstep: Class 12 contains 14668 members Mstep: Class 13 contains 8929 members Mstep: Class 14 contains 8912 members Mstep: Class 15 contains 657 members Mstep: Class 16 contains 5186 members Mstep: Class 17 contains 34142 members Mstep: Class 18 contains 18165 members Mstep: Class 19 contains 1620 members Mstep: Class 20 contains 8973 members Mstep: Class 21 contains 7435 members Mstep: Class 22 contains 514 members Mstep: Class 23 contains 25971 members Mstep: Class 24 contains 1979 members Mstep: Class 25 contains 1810 members Mstep: Class 26 contains 2027 members Mstep: Class 27 contains 5190 members Mstep: Class 28 contains 22773 members Mstep: Class 29 contains 3044 members Mstep: Class 30 contains 54595 members Mstep: Class 31 contains 11407 members Mstep: Class 32 contains 12013 members Mstep: Class 33 contains 2492 members Mstep: Class 34 contains 2447 members Mstep: Class 35 contains 3778 members Entering Unmasked Estep ConsiderDeletion Score: -8929718.000000 Penalty: 14639.365234 Iteration 66Q: 36 clusters Score -8929718 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 9682 members Mstep: Class 3 contains 16159 members Mstep: Class 4 contains 1309 members Mstep: Class 5 contains 1887 members Mstep: Class 6 contains 2745 members Mstep: Class 7 contains 9648 members Mstep: Class 8 contains 628 members Mstep: Class 9 contains 3207 members Mstep: Class 10 contains 3223 members Mstep: Class 11 contains 3682 members Mstep: Class 12 contains 14665 members Mstep: Class 13 contains 8891 members Mstep: Class 14 contains 8916 members Mstep: Class 15 contains 644 members Mstep: Class 16 contains 5205 members Mstep: Class 17 contains 34115 members Mstep: Class 18 contains 18121 members Mstep: Class 19 contains 1644 members Mstep: Class 20 contains 8863 members Mstep: Class 21 contains 7432 members Mstep: Class 22 contains 526 members Mstep: Class 23 contains 25809 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 1809 members Mstep: Class 26 contains 2032 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 22464 members Mstep: Class 29 contains 3040 members Mstep: Class 30 contains 54660 members Mstep: Class 31 contains 11409 members Mstep: Class 32 contains 12042 members Mstep: Class 33 contains 2535 members Mstep: Class 34 contains 2444 members Mstep: Class 35 contains 3814 members Entering Unmasked Estep ConsiderDeletion Score: -8930611.000000 Penalty: 14639.365234 Iteration 67Q: 36 clusters Score -8930611 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 9757 members Mstep: Class 3 contains 16157 members Mstep: Class 4 contains 1325 members Mstep: Class 5 contains 1872 members Mstep: Class 6 contains 2743 members Mstep: Class 7 contains 9735 members Mstep: Class 8 contains 620 members Mstep: Class 9 contains 3211 members Mstep: Class 10 contains 3224 members Mstep: Class 11 contains 3732 members Mstep: Class 12 contains 14658 members Mstep: Class 13 contains 8858 members Mstep: Class 14 contains 8917 members Mstep: Class 15 contains 635 members Mstep: Class 16 contains 5213 members Mstep: Class 17 contains 34100 members Mstep: Class 18 contains 18072 members Mstep: Class 19 contains 1657 members Mstep: Class 20 contains 8809 members Mstep: Class 21 contains 7434 members Mstep: Class 22 contains 540 members Mstep: Class 23 contains 25636 members Mstep: Class 24 contains 2005 members Mstep: Class 25 contains 1810 members Mstep: Class 26 contains 2034 members Mstep: Class 27 contains 5351 members Mstep: Class 28 contains 22445 members Mstep: Class 29 contains 3037 members Mstep: Class 30 contains 54710 members Mstep: Class 31 contains 11416 members Mstep: Class 32 contains 12086 members Mstep: Class 33 contains 2573 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3832 members Entering Unmasked Estep ConsiderDeletion Score: -8931271.000000 Penalty: 14639.365234 Iteration 68Q: 36 clusters Score -8931271 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 9727 members Mstep: Class 3 contains 16155 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 1858 members Mstep: Class 6 contains 2746 members Mstep: Class 7 contains 9854 members Mstep: Class 8 contains 612 members Mstep: Class 9 contains 3213 members Mstep: Class 10 contains 3217 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 14657 members Mstep: Class 13 contains 8816 members Mstep: Class 14 contains 8924 members Mstep: Class 15 contains 631 members Mstep: Class 16 contains 5219 members Mstep: Class 17 contains 34093 members Mstep: Class 18 contains 18028 members Mstep: Class 19 contains 1671 members Mstep: Class 20 contains 8825 members Mstep: Class 21 contains 7431 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 25495 members Mstep: Class 24 contains 2019 members Mstep: Class 25 contains 1815 members Mstep: Class 26 contains 2035 members Mstep: Class 27 contains 5414 members Mstep: Class 28 contains 22434 members Mstep: Class 29 contains 3035 members Mstep: Class 30 contains 54753 members Mstep: Class 31 contains 11417 members Mstep: Class 32 contains 12128 members Mstep: Class 33 contains 2612 members Mstep: Class 34 contains 2439 members Mstep: Class 35 contains 3843 members Entering Unmasked Estep ConsiderDeletion Score: -8931790.000000 Penalty: 14639.365234 Iteration 69Q: 36 clusters Score -8931790 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 9706 members Mstep: Class 3 contains 16153 members Mstep: Class 4 contains 1369 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2744 members Mstep: Class 7 contains 9956 members Mstep: Class 8 contains 608 members Mstep: Class 9 contains 3216 members Mstep: Class 10 contains 3212 members Mstep: Class 11 contains 3792 members Mstep: Class 12 contains 14656 members Mstep: Class 13 contains 8772 members Mstep: Class 14 contains 8933 members Mstep: Class 15 contains 616 members Mstep: Class 16 contains 5219 members Mstep: Class 17 contains 34092 members Mstep: Class 18 contains 17979 members Mstep: Class 19 contains 1670 members Mstep: Class 20 contains 8883 members Mstep: Class 21 contains 7424 members Mstep: Class 22 contains 572 members Mstep: Class 23 contains 25392 members Mstep: Class 24 contains 2030 members Mstep: Class 25 contains 1824 members Mstep: Class 26 contains 2037 members Mstep: Class 27 contains 5458 members Mstep: Class 28 contains 22426 members Mstep: Class 29 contains 3032 members Mstep: Class 30 contains 54781 members Mstep: Class 31 contains 11417 members Mstep: Class 32 contains 12172 members Mstep: Class 33 contains 2656 members Mstep: Class 34 contains 2432 members Mstep: Class 35 contains 3852 members Entering Unmasked Estep ConsiderDeletion Score: -8932033.000000 Penalty: 14639.365234 Iteration 70Q: 36 clusters Score -8932033 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 9674 members Mstep: Class 3 contains 16143 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 1832 members Mstep: Class 6 contains 2750 members Mstep: Class 7 contains 10057 members Mstep: Class 8 contains 601 members Mstep: Class 9 contains 3217 members Mstep: Class 10 contains 3204 members Mstep: Class 11 contains 3808 members Mstep: Class 12 contains 14656 members Mstep: Class 13 contains 8722 members Mstep: Class 14 contains 8956 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 5221 members Mstep: Class 17 contains 34086 members Mstep: Class 18 contains 17930 members Mstep: Class 19 contains 1675 members Mstep: Class 20 contains 8950 members Mstep: Class 21 contains 7423 members Mstep: Class 22 contains 585 members Mstep: Class 23 contains 25294 members Mstep: Class 24 contains 2032 members Mstep: Class 25 contains 1835 members Mstep: Class 26 contains 2039 members Mstep: Class 27 contains 5504 members Mstep: Class 28 contains 22411 members Mstep: Class 29 contains 3030 members Mstep: Class 30 contains 54821 members Mstep: Class 31 contains 11421 members Mstep: Class 32 contains 12213 members Mstep: Class 33 contains 2693 members Mstep: Class 34 contains 2439 members Mstep: Class 35 contains 3860 members Entering Unmasked Estep ConsiderDeletion Score: -8932205.000000 Penalty: 14639.365234 Iteration 71Q: 36 clusters Score -8932205 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 9652 members Mstep: Class 3 contains 16136 members Mstep: Class 4 contains 1363 members Mstep: Class 5 contains 1823 members Mstep: Class 6 contains 2757 members Mstep: Class 7 contains 10146 members Mstep: Class 8 contains 597 members Mstep: Class 9 contains 3217 members Mstep: Class 10 contains 3194 members Mstep: Class 11 contains 3820 members Mstep: Class 12 contains 14654 members Mstep: Class 13 contains 8665 members Mstep: Class 14 contains 8979 members Mstep: Class 15 contains 584 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 34077 members Mstep: Class 18 contains 17884 members Mstep: Class 19 contains 1681 members Mstep: Class 20 contains 9015 members Mstep: Class 21 contains 7424 members Mstep: Class 22 contains 596 members Mstep: Class 23 contains 25209 members Mstep: Class 24 contains 2045 members Mstep: Class 25 contains 1836 members Mstep: Class 26 contains 2041 members Mstep: Class 27 contains 5513 members Mstep: Class 28 contains 22387 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54864 members Mstep: Class 31 contains 11416 members Mstep: Class 32 contains 12263 members Mstep: Class 33 contains 2727 members Mstep: Class 34 contains 2446 members Mstep: Class 35 contains 3880 members Entering Unmasked Estep ConsiderDeletion Score: -8932382.000000 Penalty: 14639.365234 Iteration 72Q: 36 clusters Score -8932382 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 9624 members Mstep: Class 3 contains 16127 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 1811 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 10226 members Mstep: Class 8 contains 595 members Mstep: Class 9 contains 3219 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 3835 members Mstep: Class 12 contains 14654 members Mstep: Class 13 contains 8608 members Mstep: Class 14 contains 9004 members Mstep: Class 15 contains 571 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 34077 members Mstep: Class 18 contains 17832 members Mstep: Class 19 contains 1684 members Mstep: Class 20 contains 9101 members Mstep: Class 21 contains 7419 members Mstep: Class 22 contains 614 members Mstep: Class 23 contains 25140 members Mstep: Class 24 contains 2060 members Mstep: Class 25 contains 1842 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5525 members Mstep: Class 28 contains 22355 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54888 members Mstep: Class 31 contains 11414 members Mstep: Class 32 contains 12319 members Mstep: Class 33 contains 2739 members Mstep: Class 34 contains 2457 members Mstep: Class 35 contains 3888 members Entering Unmasked Estep ConsiderDeletion Score: -8932505.000000 Penalty: 14639.365234 Iteration 73Q: 36 clusters Score -8932505 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 9606 members Mstep: Class 3 contains 16114 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 1800 members Mstep: Class 6 contains 2774 members Mstep: Class 7 contains 10317 members Mstep: Class 8 contains 592 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 3180 members Mstep: Class 11 contains 3848 members Mstep: Class 12 contains 14651 members Mstep: Class 13 contains 8541 members Mstep: Class 14 contains 9032 members Mstep: Class 15 contains 566 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17780 members Mstep: Class 19 contains 1685 members Mstep: Class 20 contains 9191 members Mstep: Class 21 contains 7417 members Mstep: Class 22 contains 627 members Mstep: Class 23 contains 25085 members Mstep: Class 24 contains 2075 members Mstep: Class 25 contains 1839 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5536 members Mstep: Class 28 contains 22293 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54901 members Mstep: Class 31 contains 11412 members Mstep: Class 32 contains 12372 members Mstep: Class 33 contains 2749 members Mstep: Class 34 contains 2468 members Mstep: Class 35 contains 3892 members Entering Unmasked Estep ConsiderDeletion Score: -8932620.000000 Penalty: 14639.365234 Iteration 74Q: 36 clusters Score -8932620 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 9598 members Mstep: Class 3 contains 16110 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 1792 members Mstep: Class 6 contains 2785 members Mstep: Class 7 contains 10399 members Mstep: Class 8 contains 591 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 3859 members Mstep: Class 12 contains 14649 members Mstep: Class 13 contains 8484 members Mstep: Class 14 contains 9058 members Mstep: Class 15 contains 563 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17738 members Mstep: Class 19 contains 1686 members Mstep: Class 20 contains 9268 members Mstep: Class 21 contains 7415 members Mstep: Class 22 contains 639 members Mstep: Class 23 contains 25045 members Mstep: Class 24 contains 2089 members Mstep: Class 25 contains 1843 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5539 members Mstep: Class 28 contains 22228 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54908 members Mstep: Class 31 contains 11419 members Mstep: Class 32 contains 12409 members Mstep: Class 33 contains 2757 members Mstep: Class 34 contains 2472 members Mstep: Class 35 contains 3888 members Entering Unmasked Estep ConsiderDeletion Score: -8932761.000000 Penalty: 14639.365234 Iteration 75Q: 36 clusters Score -8932761 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 9561 members Mstep: Class 3 contains 16108 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 1786 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 10461 members Mstep: Class 8 contains 590 members Mstep: Class 9 contains 3219 members Mstep: Class 10 contains 3186 members Mstep: Class 11 contains 3871 members Mstep: Class 12 contains 14648 members Mstep: Class 13 contains 8439 members Mstep: Class 14 contains 9076 members Mstep: Class 15 contains 564 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 34083 members Mstep: Class 18 contains 17709 members Mstep: Class 19 contains 1680 members Mstep: Class 20 contains 9364 members Mstep: Class 21 contains 7411 members Mstep: Class 22 contains 642 members Mstep: Class 23 contains 25011 members Mstep: Class 24 contains 2093 members Mstep: Class 25 contains 1840 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5545 members Mstep: Class 28 contains 22179 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54915 members Mstep: Class 31 contains 11423 members Mstep: Class 32 contains 12438 members Mstep: Class 33 contains 2759 members Mstep: Class 34 contains 2467 members Mstep: Class 35 contains 3897 members Entering Unmasked Estep ConsiderDeletion Score: -8932866.000000 Penalty: 14639.365234 Iteration 76Q: 36 clusters Score -8932866 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 9540 members Mstep: Class 3 contains 16100 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 1778 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 10511 members Mstep: Class 8 contains 588 members Mstep: Class 9 contains 3218 members Mstep: Class 10 contains 3170 members Mstep: Class 11 contains 3889 members Mstep: Class 12 contains 14647 members Mstep: Class 13 contains 8392 members Mstep: Class 14 contains 9086 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5228 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17684 members Mstep: Class 19 contains 1669 members Mstep: Class 20 contains 9451 members Mstep: Class 21 contains 7404 members Mstep: Class 22 contains 652 members Mstep: Class 23 contains 24994 members Mstep: Class 24 contains 2111 members Mstep: Class 25 contains 1842 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5539 members Mstep: Class 28 contains 22119 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54892 members Mstep: Class 31 contains 11437 members Mstep: Class 32 contains 12470 members Mstep: Class 33 contains 2767 members Mstep: Class 34 contains 2458 members Mstep: Class 35 contains 3912 members Entering Unmasked Estep ConsiderDeletion Score: -8932931.000000 Penalty: 14639.365234 Iteration 77Q: 36 clusters Score -8932931 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 9522 members Mstep: Class 3 contains 16097 members Mstep: Class 4 contains 1408 members Mstep: Class 5 contains 1773 members Mstep: Class 6 contains 2840 members Mstep: Class 7 contains 10565 members Mstep: Class 8 contains 587 members Mstep: Class 9 contains 3216 members Mstep: Class 10 contains 3139 members Mstep: Class 11 contains 3907 members Mstep: Class 12 contains 14644 members Mstep: Class 13 contains 8346 members Mstep: Class 14 contains 9093 members Mstep: Class 15 contains 561 members Mstep: Class 16 contains 5230 members Mstep: Class 17 contains 34080 members Mstep: Class 18 contains 17651 members Mstep: Class 19 contains 1661 members Mstep: Class 20 contains 9534 members Mstep: Class 21 contains 7401 members Mstep: Class 22 contains 672 members Mstep: Class 23 contains 24989 members Mstep: Class 24 contains 2115 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2044 members Mstep: Class 27 contains 5513 members Mstep: Class 28 contains 22061 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 54880 members Mstep: Class 31 contains 11451 members Mstep: Class 32 contains 12490 members Mstep: Class 33 contains 2771 members Mstep: Class 34 contains 2448 members Mstep: Class 35 contains 3932 members Entering Unmasked Estep ConsiderDeletion Score: -8933026.000000 Penalty: 14639.365234 Iteration 78Q: 36 clusters Score -8933026 nChanged 739 Entering ConstructFrom: Score: -8933026.000000 Penalty: 14639.365234 Entering ConstructFrom: Trying to split cluster 1 (8036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Entering Unmasked Estep Score: -239754.968750 Penalty: 296.725677 Iteration 0F: 2 clusters Score -239755 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -234435.312500 Penalty: 593.451355 Iteration 0F: 3 clusters Score -234435.3 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -237071.031250 Penalty: 593.451355 Iteration 1F: 3 clusters Score -237071 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -237496.531250 Penalty: 593.451355 Iteration 2F: 3 clusters Score -237496.5 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -237837.609375 Penalty: 593.451355 Iteration 3F: 3 clusters Score -237837.6 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -238093.265625 Penalty: 593.451355 Iteration 4F: 3 clusters Score -238093.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -238262.515625 Penalty: 593.451355 Iteration 5Q: 3 clusters Score -238262.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -238404.234375 Penalty: 593.451355 Iteration 6Q: 3 clusters Score -238404.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -238525.843750 Penalty: 593.451355 Iteration 7Q: 3 clusters Score -238525.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -238669.750000 Penalty: 593.451355 Iteration 8Q: 3 clusters Score -238669.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -238858.937500 Penalty: 593.451355 Iteration 9Q: 3 clusters Score -238858.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -239016.640625 Penalty: 593.451355 Iteration 10Q: 3 clusters Score -239016.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -239156.562500 Penalty: 593.451355 Iteration 11Q: 3 clusters Score -239156.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -239255.656250 Penalty: 593.451355 Iteration 12Q: 3 clusters Score -239255.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -239338.390625 Penalty: 593.451355 Iteration 13Q: 3 clusters Score -239338.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -239388.687500 Penalty: 593.451355 Iteration 14Q: 3 clusters Score -239388.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -239433.703125 Penalty: 593.451355 Iteration 15Q: 3 clusters Score -239433.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -239464.968750 Penalty: 593.451355 Iteration 16Q: 3 clusters Score -239465 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -239492.281250 Penalty: 593.451355 Iteration 17Q: 3 clusters Score -239492.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -239509.718750 Penalty: 593.451355 Iteration 18Q: 3 clusters Score -239509.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -239524.906250 Penalty: 593.451355 Iteration 19Q: 3 clusters Score -239524.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -239539.609375 Penalty: 593.451355 Iteration 20F: 3 clusters Score -239539.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -239551.312500 Penalty: 593.451355 Iteration 21Q: 3 clusters Score -239551.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -239561.906250 Penalty: 593.451355 Iteration 22Q: 3 clusters Score -239561.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -239570.218750 Penalty: 593.451355 Iteration 23Q: 3 clusters Score -239570.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -239576.078125 Penalty: 593.451355 Iteration 24Q: 3 clusters Score -239576.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -239582.015625 Penalty: 593.451355 Iteration 25Q: 3 clusters Score -239582 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -239586.500000 Penalty: 593.451355 Iteration 26Q: 3 clusters Score -239586.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -239592.468750 Penalty: 593.451355 Iteration 27Q: 3 clusters Score -239592.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -239593.906250 Penalty: 593.451355 Iteration 28Q: 3 clusters Score -239593.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -239594.843750 Penalty: 593.451355 Iteration 29Q: 3 clusters Score -239594.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -239594.734375 Penalty: 593.451355 Iteration 30Q: 3 clusters Score -239594.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -239594.734375 Penalty: 593.451355 Iteration 31F: 3 clusters Score -239594.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Entering Unmasked Estep Score: -294482.843750 Penalty: 302.265930 Iteration 0F: 2 clusters Score -294482.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -288170.500000 Penalty: 604.531860 Iteration 0F: 3 clusters Score -288170.5 nChanged 4479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -291483.500000 Penalty: 604.531860 Iteration 1F: 3 clusters Score -291483.5 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -292833.375000 Penalty: 604.531860 Iteration 2F: 3 clusters Score -292833.4 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -294441.000000 Penalty: 604.531860 Iteration 3F: 3 clusters Score -294441 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -295395.375000 Penalty: 604.531860 Iteration 4F: 3 clusters Score -295395.4 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -295722.093750 Penalty: 604.531860 Iteration 5Q: 3 clusters Score -295722.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -295838.968750 Penalty: 604.531860 Iteration 6Q: 3 clusters Score -295839 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -295890.531250 Penalty: 604.531860 Iteration 7Q: 3 clusters Score -295890.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -295920.125000 Penalty: 604.531860 Iteration 8Q: 3 clusters Score -295920.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -295943.375000 Penalty: 604.531860 Iteration 9Q: 3 clusters Score -295943.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -295957.906250 Penalty: 604.531860 Iteration 10Q: 3 clusters Score -295957.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -295967.812500 Penalty: 604.531860 Iteration 11Q: 3 clusters Score -295967.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -295973.218750 Penalty: 604.531860 Iteration 12Q: 3 clusters Score -295973.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -295974.406250 Penalty: 604.531860 Iteration 13Q: 3 clusters Score -295974.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -295978.343750 Penalty: 604.531860 Iteration 14Q: 3 clusters Score -295978.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -295981.062500 Penalty: 604.531860 Iteration 15Q: 3 clusters Score -295981.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -295984.562500 Penalty: 604.531860 Iteration 16Q: 3 clusters Score -295984.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -295985.875000 Penalty: 604.531860 Iteration 17Q: 3 clusters Score -295985.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -295988.281250 Penalty: 604.531860 Iteration 18Q: 3 clusters Score -295988.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -295989.406250 Penalty: 604.531860 Iteration 19Q: 3 clusters Score -295989.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -295991.062500 Penalty: 604.531860 Iteration 20F: 3 clusters Score -295991.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -295992.968750 Penalty: 604.531860 Iteration 21Q: 3 clusters Score -295993 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -295995.093750 Penalty: 604.531860 Iteration 22Q: 3 clusters Score -295995.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -295995.062500 Penalty: 604.531860 Iteration 23Q: 3 clusters Score -295995.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -295996.156250 Penalty: 604.531860 Iteration 24Q: 3 clusters Score -295996.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -295996.343750 Penalty: 604.531860 Iteration 25Q: 3 clusters Score -295996.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -295996.968750 Penalty: 604.531860 Iteration 26Q: 3 clusters Score -295997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -295997.031250 Penalty: 604.531860 Iteration 27Q: 3 clusters Score -295997 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -295996.656250 Penalty: 604.531860 Iteration 28Q: 3 clusters Score -295996.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -295996.593750 Penalty: 604.531860 Iteration 29Q: 3 clusters Score -295996.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -295996.593750 Penalty: 604.531860 Iteration 30Q: 3 clusters Score -295996.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -295996.687500 Penalty: 604.531860 Iteration 31Q: 3 clusters Score -295996.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -295997.125000 Penalty: 604.531860 Iteration 32Q: 3 clusters Score -295997.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -295996.781250 Penalty: 604.531860 Iteration 33Q: 3 clusters Score -295996.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -295996.781250 Penalty: 604.531860 Iteration 34F: 3 clusters Score -295996.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 16095 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 590 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 9105 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Entering Unmasked Estep Score: -8934467.000000 Penalty: 15057.632812 Splitting cluster 2 changes total score from -8933026.000000 to -8934467.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 3 (16095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Entering Unmasked Estep Score: -439277.343750 Penalty: 319.646729 Iteration 0F: 2 clusters Score -439277.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -428684.531250 Penalty: 639.293457 Iteration 0F: 3 clusters Score -428684.5 nChanged 7660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -435883.406250 Penalty: 639.293457 Iteration 1F: 3 clusters Score -435883.4 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -438007.875000 Penalty: 639.293457 Iteration 2F: 3 clusters Score -438007.9 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -438854.218750 Penalty: 639.293457 Iteration 3F: 3 clusters Score -438854.2 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -439179.937500 Penalty: 639.293457 Iteration 4Q: 3 clusters Score -439179.9 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -439317.312500 Penalty: 639.293457 Iteration 5Q: 3 clusters Score -439317.3 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -439379.062500 Penalty: 639.293457 Iteration 6Q: 3 clusters Score -439379.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -439413.656250 Penalty: 639.293457 Iteration 7Q: 3 clusters Score -439413.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -439435.281250 Penalty: 639.293457 Iteration 8Q: 3 clusters Score -439435.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -439454.312500 Penalty: 639.293457 Iteration 9Q: 3 clusters Score -439454.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -439470.468750 Penalty: 639.293457 Iteration 10Q: 3 clusters Score -439470.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -439489.156250 Penalty: 639.293457 Iteration 11Q: 3 clusters Score -439489.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -439504.156250 Penalty: 639.293457 Iteration 12Q: 3 clusters Score -439504.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -439515.781250 Penalty: 639.293457 Iteration 13Q: 3 clusters Score -439515.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -439527.937500 Penalty: 639.293457 Iteration 14Q: 3 clusters Score -439527.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -439544.187500 Penalty: 639.293457 Iteration 15Q: 3 clusters Score -439544.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -439564.656250 Penalty: 639.293457 Iteration 16Q: 3 clusters Score -439564.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -439589.406250 Penalty: 639.293457 Iteration 17Q: 3 clusters Score -439589.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -439616.312500 Penalty: 639.293457 Iteration 18Q: 3 clusters Score -439616.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -439641.781250 Penalty: 639.293457 Iteration 19Q: 3 clusters Score -439641.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -439673.218750 Penalty: 639.293457 Iteration 20F: 3 clusters Score -439673.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -439707.406250 Penalty: 639.293457 Iteration 21Q: 3 clusters Score -439707.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -439748.718750 Penalty: 639.293457 Iteration 22Q: 3 clusters Score -439748.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -439801.406250 Penalty: 639.293457 Iteration 23Q: 3 clusters Score -439801.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12584 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -439863.812500 Penalty: 639.293457 Iteration 24Q: 3 clusters Score -439863.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12686 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -439932.968750 Penalty: 639.293457 Iteration 25Q: 3 clusters Score -439933 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12780 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -440005.000000 Penalty: 639.293457 Iteration 26Q: 3 clusters Score -440005 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -440058.812500 Penalty: 639.293457 Iteration 27Q: 3 clusters Score -440058.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -440100.062500 Penalty: 639.293457 Iteration 28Q: 3 clusters Score -440100.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -440122.406250 Penalty: 639.293457 Iteration 29Q: 3 clusters Score -440122.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -440137.687500 Penalty: 639.293457 Iteration 30Q: 3 clusters Score -440137.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -440147.156250 Penalty: 639.293457 Iteration 31Q: 3 clusters Score -440147.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -440152.968750 Penalty: 639.293457 Iteration 32Q: 3 clusters Score -440153 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13118 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -440157.625000 Penalty: 639.293457 Iteration 33Q: 3 clusters Score -440157.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -440161.500000 Penalty: 639.293457 Iteration 34Q: 3 clusters Score -440161.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -440164.625000 Penalty: 639.293457 Iteration 35Q: 3 clusters Score -440164.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13220 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -440165.781250 Penalty: 639.293457 Iteration 36Q: 3 clusters Score -440165.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -440166.812500 Penalty: 639.293457 Iteration 37Q: 3 clusters Score -440166.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -440168.468750 Penalty: 639.293457 Iteration 38Q: 3 clusters Score -440168.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -440168.343750 Penalty: 639.293457 Iteration 39Q: 3 clusters Score -440168.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13308 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -440167.968750 Penalty: 639.293457 Iteration 40F: 3 clusters Score -440168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -440170.062500 Penalty: 639.293457 Iteration 41Q: 3 clusters Score -440170.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -440169.875000 Penalty: 639.293457 Iteration 42Q: 3 clusters Score -440169.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -440169.500000 Penalty: 639.293457 Iteration 43Q: 3 clusters Score -440169.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -440170.562500 Penalty: 639.293457 Iteration 44Q: 3 clusters Score -440170.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -440170.000000 Penalty: 639.293457 Iteration 45Q: 3 clusters Score -440170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13353 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -440170.906250 Penalty: 639.293457 Iteration 46Q: 3 clusters Score -440170.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13354 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -440171.312500 Penalty: 639.293457 Iteration 47Q: 3 clusters Score -440171.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -440171.781250 Penalty: 639.293457 Iteration 48Q: 3 clusters Score -440171.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -440171.562500 Penalty: 639.293457 Iteration 49Q: 3 clusters Score -440171.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -440172.031250 Penalty: 639.293457 Iteration 50Q: 3 clusters Score -440172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -440172.656250 Penalty: 639.293457 Iteration 51Q: 3 clusters Score -440172.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -440172.531250 Penalty: 639.293457 Iteration 52Q: 3 clusters Score -440172.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -440172.593750 Penalty: 639.293457 Iteration 53Q: 3 clusters Score -440172.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -440172.281250 Penalty: 639.293457 Iteration 54Q: 3 clusters Score -440172.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -440171.718750 Penalty: 639.293457 Iteration 55Q: 3 clusters Score -440171.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13367 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -440171.968750 Penalty: 639.293457 Iteration 56Q: 3 clusters Score -440172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -440170.843750 Penalty: 639.293457 Iteration 57Q: 3 clusters Score -440170.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -440171.468750 Penalty: 639.293457 Iteration 58Q: 3 clusters Score -440171.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -440171.000000 Penalty: 639.293457 Iteration 59Q: 3 clusters Score -440171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -440171.187500 Penalty: 639.293457 Iteration 60F: 3 clusters Score -440171.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -440171.218750 Penalty: 639.293457 Iteration 61Q: 3 clusters Score -440171.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -440171.375000 Penalty: 639.293457 Iteration 62Q: 3 clusters Score -440171.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -440171.375000 Penalty: 639.293457 Iteration 63F: 3 clusters Score -440171.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 590 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 9105 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Entering Unmasked Estep Score: -8935233.000000 Penalty: 15475.900391 Splitting cluster 3 changes total score from -8933026.000000 to -8935233.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 4 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -26469.968750 Penalty: 239.759171 Iteration 0F: 2 clusters Score -26469.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -25479.941406 Penalty: 479.518341 Iteration 0F: 3 clusters Score -25479.94 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -25914.207031 Penalty: 479.518341 Iteration 1F: 3 clusters Score -25914.21 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -26033.732422 Penalty: 479.518341 Iteration 2F: 3 clusters Score -26033.73 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -26108.906250 Penalty: 479.518341 Iteration 3F: 3 clusters Score -26108.91 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -26182.953125 Penalty: 479.518341 Iteration 4F: 3 clusters Score -26182.95 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26234.941406 Penalty: 479.518341 Iteration 5F: 3 clusters Score -26234.94 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -26265.712891 Penalty: 479.518341 Iteration 6Q: 3 clusters Score -26265.71 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -26290.113281 Penalty: 479.518341 Iteration 7Q: 3 clusters Score -26290.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -26310.001953 Penalty: 479.518341 Iteration 8Q: 3 clusters Score -26310 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -26328.167969 Penalty: 479.518341 Iteration 9Q: 3 clusters Score -26328.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -26342.562500 Penalty: 479.518341 Iteration 10Q: 3 clusters Score -26342.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -26360.324219 Penalty: 479.518341 Iteration 11Q: 3 clusters Score -26360.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -26372.667969 Penalty: 479.518341 Iteration 12Q: 3 clusters Score -26372.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -26382.257812 Penalty: 479.518341 Iteration 13Q: 3 clusters Score -26382.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -26392.437500 Penalty: 479.518341 Iteration 14Q: 3 clusters Score -26392.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -26399.882812 Penalty: 479.518341 Iteration 15Q: 3 clusters Score -26399.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -26405.914062 Penalty: 479.518341 Iteration 16Q: 3 clusters Score -26405.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -26408.029297 Penalty: 479.518341 Iteration 17Q: 3 clusters Score -26408.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26412.507812 Penalty: 479.518341 Iteration 18Q: 3 clusters Score -26412.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -26417.503906 Penalty: 479.518341 Iteration 19Q: 3 clusters Score -26417.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -26421.208984 Penalty: 479.518341 Iteration 20F: 3 clusters Score -26421.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -26426.904297 Penalty: 479.518341 Iteration 21Q: 3 clusters Score -26426.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -26430.675781 Penalty: 479.518341 Iteration 22Q: 3 clusters Score -26430.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -26432.656250 Penalty: 479.518341 Iteration 23Q: 3 clusters Score -26432.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -26433.488281 Penalty: 479.518341 Iteration 24Q: 3 clusters Score -26433.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -26433.488281 Penalty: 479.518341 Iteration 25F: 3 clusters Score -26433.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Entering Unmasked Estep Score: -62512.441406 Penalty: 246.723587 Iteration 0F: 2 clusters Score -62512.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -61300.136719 Penalty: 493.447174 Iteration 0F: 3 clusters Score -61300.14 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -61816.515625 Penalty: 493.447174 Iteration 1F: 3 clusters Score -61816.52 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -61934.054688 Penalty: 493.447174 Iteration 2F: 3 clusters Score -61934.05 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -62011.632812 Penalty: 493.447174 Iteration 3F: 3 clusters Score -62011.63 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -62075.761719 Penalty: 493.447174 Iteration 4Q: 3 clusters Score -62075.76 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -62135.714844 Penalty: 493.447174 Iteration 5Q: 3 clusters Score -62135.71 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -62181.804688 Penalty: 493.447174 Iteration 6Q: 3 clusters Score -62181.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -62198.238281 Penalty: 493.447174 Iteration 7Q: 3 clusters Score -62198.24 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -62213.785156 Penalty: 493.447174 Iteration 8Q: 3 clusters Score -62213.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -62236.976562 Penalty: 493.447174 Iteration 9Q: 3 clusters Score -62236.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -62247.800781 Penalty: 493.447174 Iteration 10Q: 3 clusters Score -62247.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -62252.960938 Penalty: 493.447174 Iteration 11Q: 3 clusters Score -62252.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -62260.535156 Penalty: 493.447174 Iteration 12Q: 3 clusters Score -62260.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -62276.128906 Penalty: 493.447174 Iteration 13Q: 3 clusters Score -62276.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -62290.179688 Penalty: 493.447174 Iteration 14Q: 3 clusters Score -62290.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -62296.140625 Penalty: 493.447174 Iteration 15Q: 3 clusters Score -62296.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -62299.882812 Penalty: 493.447174 Iteration 16Q: 3 clusters Score -62299.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -62302.136719 Penalty: 493.447174 Iteration 17Q: 3 clusters Score -62302.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62303.671875 Penalty: 493.447174 Iteration 18Q: 3 clusters Score -62303.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -62305.800781 Penalty: 493.447174 Iteration 19Q: 3 clusters Score -62305.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -62307.589844 Penalty: 493.447174 Iteration 20F: 3 clusters Score -62307.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -62308.871094 Penalty: 493.447174 Iteration 21Q: 3 clusters Score -62308.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -62309.390625 Penalty: 493.447174 Iteration 22Q: 3 clusters Score -62309.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62310.929688 Penalty: 493.447174 Iteration 23Q: 3 clusters Score -62310.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -62312.511719 Penalty: 493.447174 Iteration 24Q: 3 clusters Score -62312.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -62315.816406 Penalty: 493.447174 Iteration 25Q: 3 clusters Score -62315.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -62317.992188 Penalty: 493.447174 Iteration 26Q: 3 clusters Score -62317.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62318.929688 Penalty: 493.447174 Iteration 27Q: 3 clusters Score -62318.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62319.492188 Penalty: 493.447174 Iteration 28Q: 3 clusters Score -62319.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62319.492188 Penalty: 493.447174 Iteration 29F: 3 clusters Score -62319.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Entering Unmasked Estep Score: -98849.664062 Penalty: 262.782684 Iteration 0F: 2 clusters Score -98849.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -96949.476562 Penalty: 525.565369 Iteration 0F: 3 clusters Score -96949.48 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -97831.585938 Penalty: 525.565369 Iteration 1F: 3 clusters Score -97831.59 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -98005.250000 Penalty: 525.565369 Iteration 2F: 3 clusters Score -98005.25 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -98130.445312 Penalty: 525.565369 Iteration 3F: 3 clusters Score -98130.45 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -98232.085938 Penalty: 525.565369 Iteration 4Q: 3 clusters Score -98232.09 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -98322.234375 Penalty: 525.565369 Iteration 5Q: 3 clusters Score -98322.23 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -98401.656250 Penalty: 525.565369 Iteration 6Q: 3 clusters Score -98401.66 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -98482.804688 Penalty: 525.565369 Iteration 7Q: 3 clusters Score -98482.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -98531.875000 Penalty: 525.565369 Iteration 8Q: 3 clusters Score -98531.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -98559.226562 Penalty: 525.565369 Iteration 9Q: 3 clusters Score -98559.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -98583.531250 Penalty: 525.565369 Iteration 10Q: 3 clusters Score -98583.53 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -98605.109375 Penalty: 525.565369 Iteration 11Q: 3 clusters Score -98605.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98622.257812 Penalty: 525.565369 Iteration 12Q: 3 clusters Score -98622.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -98632.898438 Penalty: 525.565369 Iteration 13Q: 3 clusters Score -98632.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -98636.968750 Penalty: 525.565369 Iteration 14Q: 3 clusters Score -98636.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -98641.429688 Penalty: 525.565369 Iteration 15Q: 3 clusters Score -98641.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -98646.648438 Penalty: 525.565369 Iteration 16Q: 3 clusters Score -98646.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -98650.789062 Penalty: 525.565369 Iteration 17Q: 3 clusters Score -98650.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -98653.984375 Penalty: 525.565369 Iteration 18Q: 3 clusters Score -98653.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -98658.273438 Penalty: 525.565369 Iteration 19Q: 3 clusters Score -98658.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -98661.890625 Penalty: 525.565369 Iteration 20F: 3 clusters Score -98661.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -98662.984375 Penalty: 525.565369 Iteration 21Q: 3 clusters Score -98662.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -98664.046875 Penalty: 525.565369 Iteration 22Q: 3 clusters Score -98664.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -98664.046875 Penalty: 525.565369 Iteration 23F: 3 clusters Score -98664.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10615 members Entering Unmasked Estep Score: -278239.062500 Penalty: 305.910767 Iteration 0F: 2 clusters Score -278239.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -271190.781250 Penalty: 611.821533 Iteration 0F: 3 clusters Score -271190.8 nChanged 5012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -274347.187500 Penalty: 611.821533 Iteration 1F: 3 clusters Score -274347.2 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -274761.031250 Penalty: 611.821533 Iteration 2F: 3 clusters Score -274761 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -275137.531250 Penalty: 611.821533 Iteration 3F: 3 clusters Score -275137.5 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -275486.125000 Penalty: 611.821533 Iteration 4F: 3 clusters Score -275486.1 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -275859.000000 Penalty: 611.821533 Iteration 5F: 3 clusters Score -275859 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -276141.468750 Penalty: 611.821533 Iteration 6Q: 3 clusters Score -276141.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -276335.437500 Penalty: 611.821533 Iteration 7Q: 3 clusters Score -276335.4 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -276462.281250 Penalty: 611.821533 Iteration 8Q: 3 clusters Score -276462.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -276532.781250 Penalty: 611.821533 Iteration 9Q: 3 clusters Score -276532.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -276593.812500 Penalty: 611.821533 Iteration 10Q: 3 clusters Score -276593.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -276655.062500 Penalty: 611.821533 Iteration 11Q: 3 clusters Score -276655.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -276723.875000 Penalty: 611.821533 Iteration 12Q: 3 clusters Score -276723.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -276790.781250 Penalty: 611.821533 Iteration 13Q: 3 clusters Score -276790.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -276873.906250 Penalty: 611.821533 Iteration 14Q: 3 clusters Score -276873.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -276949.500000 Penalty: 611.821533 Iteration 15Q: 3 clusters Score -276949.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -277014.812500 Penalty: 611.821533 Iteration 16Q: 3 clusters Score -277014.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -277075.750000 Penalty: 611.821533 Iteration 17Q: 3 clusters Score -277075.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -277142.125000 Penalty: 611.821533 Iteration 18Q: 3 clusters Score -277142.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -277219.687500 Penalty: 611.821533 Iteration 19Q: 3 clusters Score -277219.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -277302.781250 Penalty: 611.821533 Iteration 20F: 3 clusters Score -277302.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -277377.812500 Penalty: 611.821533 Iteration 21Q: 3 clusters Score -277377.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -277460.406250 Penalty: 611.821533 Iteration 22Q: 3 clusters Score -277460.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -277538.500000 Penalty: 611.821533 Iteration 23Q: 3 clusters Score -277538.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -277614.562500 Penalty: 611.821533 Iteration 24Q: 3 clusters Score -277614.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -277674.687500 Penalty: 611.821533 Iteration 25Q: 3 clusters Score -277674.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -277723.593750 Penalty: 611.821533 Iteration 26Q: 3 clusters Score -277723.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -277766.593750 Penalty: 611.821533 Iteration 27Q: 3 clusters Score -277766.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -277803.468750 Penalty: 611.821533 Iteration 28Q: 3 clusters Score -277803.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -277841.187500 Penalty: 611.821533 Iteration 29Q: 3 clusters Score -277841.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -277866.250000 Penalty: 611.821533 Iteration 30Q: 3 clusters Score -277866.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -277879.156250 Penalty: 611.821533 Iteration 31Q: 3 clusters Score -277879.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -277892.187500 Penalty: 611.821533 Iteration 32Q: 3 clusters Score -277892.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -277912.343750 Penalty: 611.821533 Iteration 33Q: 3 clusters Score -277912.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -277935.187500 Penalty: 611.821533 Iteration 34Q: 3 clusters Score -277935.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -277958.968750 Penalty: 611.821533 Iteration 35Q: 3 clusters Score -277959 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -277981.625000 Penalty: 611.821533 Iteration 36Q: 3 clusters Score -277981.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -278010.593750 Penalty: 611.821533 Iteration 37Q: 3 clusters Score -278010.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -278056.343750 Penalty: 611.821533 Iteration 38Q: 3 clusters Score -278056.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -278112.250000 Penalty: 611.821533 Iteration 39Q: 3 clusters Score -278112.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -278144.812500 Penalty: 611.821533 Iteration 40F: 3 clusters Score -278144.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -278158.500000 Penalty: 611.821533 Iteration 41Q: 3 clusters Score -278158.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -278166.625000 Penalty: 611.821533 Iteration 42Q: 3 clusters Score -278166.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -278170.812500 Penalty: 611.821533 Iteration 43Q: 3 clusters Score -278170.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -278174.750000 Penalty: 611.821533 Iteration 44Q: 3 clusters Score -278174.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -278176.843750 Penalty: 611.821533 Iteration 45Q: 3 clusters Score -278176.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -278177.562500 Penalty: 611.821533 Iteration 46Q: 3 clusters Score -278177.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -278178.093750 Penalty: 611.821533 Iteration 47Q: 3 clusters Score -278178.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -278177.656250 Penalty: 611.821533 Iteration 48Q: 3 clusters Score -278177.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -278177.656250 Penalty: 611.821533 Iteration 49F: 3 clusters Score -278177.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Entering Unmasked Estep Score: -12075.617188 Penalty: 210.544052 Iteration 0F: 2 clusters Score -12075.62 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 298 members Entering Unmasked Estep Score: -11581.783203 Penalty: 421.088104 Iteration 0F: 3 clusters Score -11581.78 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -11792.102539 Penalty: 421.088104 Iteration 1F: 3 clusters Score -11792.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -11865.469727 Penalty: 421.088104 Iteration 2F: 3 clusters Score -11865.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -11896.383789 Penalty: 421.088104 Iteration 3Q: 3 clusters Score -11896.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -11938.297852 Penalty: 421.088104 Iteration 4F: 3 clusters Score -11938.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -11982.942383 Penalty: 421.088104 Iteration 5F: 3 clusters Score -11982.94 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -12009.867188 Penalty: 421.088104 Iteration 6Q: 3 clusters Score -12009.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -12025.865234 Penalty: 421.088104 Iteration 7Q: 3 clusters Score -12025.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -12031.839844 Penalty: 421.088104 Iteration 8Q: 3 clusters Score -12031.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -12035.042969 Penalty: 421.088104 Iteration 9Q: 3 clusters Score -12035.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -12038.337891 Penalty: 421.088104 Iteration 10Q: 3 clusters Score -12038.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -12043.038086 Penalty: 421.088104 Iteration 11Q: 3 clusters Score -12043.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -12055.912109 Penalty: 421.088104 Iteration 12Q: 3 clusters Score -12055.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -12075.345703 Penalty: 421.088104 Iteration 13Q: 3 clusters Score -12075.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -12091.170898 Penalty: 421.088104 Iteration 14Q: 3 clusters Score -12091.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -12105.025391 Penalty: 421.088104 Iteration 15Q: 3 clusters Score -12105.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -12111.466797 Penalty: 421.088104 Iteration 16Q: 3 clusters Score -12111.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -12114.903320 Penalty: 421.088104 Iteration 17Q: 3 clusters Score -12114.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12118.525391 Penalty: 421.088104 Iteration 18Q: 3 clusters Score -12118.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -12123.438477 Penalty: 421.088104 Iteration 19Q: 3 clusters Score -12123.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12127.104492 Penalty: 421.088104 Iteration 20F: 3 clusters Score -12127.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -12129.871094 Penalty: 421.088104 Iteration 21Q: 3 clusters Score -12129.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -12130.847656 Penalty: 421.088104 Iteration 22Q: 3 clusters Score -12130.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -12130.847656 Penalty: 421.088104 Iteration 23F: 3 clusters Score -12130.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 9105 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Entering Unmasked Estep Score: -8935078.000000 Penalty: 15894.167969 Splitting cluster 8 changes total score from -8933026.000000 to -8935078.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 9 (3220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Entering Unmasked Estep Score: -99087.156250 Penalty: 266.545532 Iteration 0F: 2 clusters Score -99087.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -97009.398438 Penalty: 533.091064 Iteration 0F: 3 clusters Score -97009.4 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -98195.093750 Penalty: 533.091064 Iteration 1F: 3 clusters Score -98195.09 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -98436.023438 Penalty: 533.091064 Iteration 2F: 3 clusters Score -98436.02 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -98604.078125 Penalty: 533.091064 Iteration 3F: 3 clusters Score -98604.08 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -98690.031250 Penalty: 533.091064 Iteration 4Q: 3 clusters Score -98690.03 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -98730.937500 Penalty: 533.091064 Iteration 5Q: 3 clusters Score -98730.94 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -98767.546875 Penalty: 533.091064 Iteration 6Q: 3 clusters Score -98767.55 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -98806.039062 Penalty: 533.091064 Iteration 7Q: 3 clusters Score -98806.04 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -98840.382812 Penalty: 533.091064 Iteration 8Q: 3 clusters Score -98840.38 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -98867.062500 Penalty: 533.091064 Iteration 9Q: 3 clusters Score -98867.06 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -98893.664062 Penalty: 533.091064 Iteration 10Q: 3 clusters Score -98893.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -98916.335938 Penalty: 533.091064 Iteration 11Q: 3 clusters Score -98916.34 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -98945.093750 Penalty: 533.091064 Iteration 12Q: 3 clusters Score -98945.09 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -98976.281250 Penalty: 533.091064 Iteration 13Q: 3 clusters Score -98976.28 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -98995.500000 Penalty: 533.091064 Iteration 14Q: 3 clusters Score -98995.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -99009.929688 Penalty: 533.091064 Iteration 15Q: 3 clusters Score -99009.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -99017.992188 Penalty: 533.091064 Iteration 16Q: 3 clusters Score -99017.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99023.820312 Penalty: 533.091064 Iteration 17Q: 3 clusters Score -99023.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -99027.632812 Penalty: 533.091064 Iteration 18Q: 3 clusters Score -99027.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -99030.625000 Penalty: 533.091064 Iteration 19Q: 3 clusters Score -99030.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -99032.585938 Penalty: 533.091064 Iteration 20F: 3 clusters Score -99032.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -99034.703125 Penalty: 533.091064 Iteration 21Q: 3 clusters Score -99034.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -99037.289062 Penalty: 533.091064 Iteration 22Q: 3 clusters Score -99037.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -99038.750000 Penalty: 533.091064 Iteration 23Q: 3 clusters Score -99038.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -99040.031250 Penalty: 533.091064 Iteration 24Q: 3 clusters Score -99040.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -99041.164062 Penalty: 533.091064 Iteration 25Q: 3 clusters Score -99041.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -99041.726562 Penalty: 533.091064 Iteration 26Q: 3 clusters Score -99041.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99042.093750 Penalty: 533.091064 Iteration 27Q: 3 clusters Score -99042.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -99042.164062 Penalty: 533.091064 Iteration 28Q: 3 clusters Score -99042.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -99042.375000 Penalty: 533.091064 Iteration 29Q: 3 clusters Score -99042.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -99042.312500 Penalty: 533.091064 Iteration 30Q: 3 clusters Score -99042.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -99042.429688 Penalty: 533.091064 Iteration 31Q: 3 clusters Score -99042.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -99042.414062 Penalty: 533.091064 Iteration 32Q: 3 clusters Score -99042.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -99042.414062 Penalty: 533.091064 Iteration 33F: 3 clusters Score -99042.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -73028.789062 Penalty: 265.440887 Iteration 0F: 2 clusters Score -73028.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -70924.828125 Penalty: 530.881775 Iteration 0F: 3 clusters Score -70924.83 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -72126.460938 Penalty: 530.881775 Iteration 1F: 3 clusters Score -72126.46 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -72593.757812 Penalty: 530.881775 Iteration 2F: 3 clusters Score -72593.76 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -73243.828125 Penalty: 530.881775 Iteration 3F: 3 clusters Score -73243.83 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -73824.429688 Penalty: 530.881775 Iteration 4F: 3 clusters Score -73824.43 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -74001.156250 Penalty: 530.881775 Iteration 5F: 3 clusters Score -74001.16 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -74151.843750 Penalty: 530.881775 Iteration 6Q: 3 clusters Score -74151.84 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -74309.742188 Penalty: 530.881775 Iteration 7Q: 3 clusters Score -74309.74 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -74371.382812 Penalty: 530.881775 Iteration 8Q: 3 clusters Score -74371.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -74386.875000 Penalty: 530.881775 Iteration 9Q: 3 clusters Score -74386.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -74395.234375 Penalty: 530.881775 Iteration 10Q: 3 clusters Score -74395.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -74401.632812 Penalty: 530.881775 Iteration 11Q: 3 clusters Score -74401.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -74410.781250 Penalty: 530.881775 Iteration 12Q: 3 clusters Score -74410.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -74430.281250 Penalty: 530.881775 Iteration 13Q: 3 clusters Score -74430.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -74462.500000 Penalty: 530.881775 Iteration 14Q: 3 clusters Score -74462.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -74546.812500 Penalty: 530.881775 Iteration 15Q: 3 clusters Score -74546.81 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -74742.945312 Penalty: 530.881775 Iteration 16Q: 3 clusters Score -74742.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -74818.046875 Penalty: 530.881775 Iteration 17Q: 3 clusters Score -74818.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -74821.000000 Penalty: 530.881775 Iteration 18Q: 3 clusters Score -74821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -74821.000000 Penalty: 530.881775 Iteration 19F: 3 clusters Score -74821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 9105 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Entering Unmasked Estep Score: -8936733.000000 Penalty: 16312.435547 Splitting cluster 10 changes total score from -8933026.000000 to -8936733.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 11 (3931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Entering Unmasked Estep Score: -122775.546875 Penalty: 273.129425 Iteration 0F: 2 clusters Score -122775.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -120139.882812 Penalty: 546.258850 Iteration 0F: 3 clusters Score -120139.9 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -121247.546875 Penalty: 546.258850 Iteration 1F: 3 clusters Score -121247.5 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -121453.835938 Penalty: 546.258850 Iteration 2F: 3 clusters Score -121453.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -121678.546875 Penalty: 546.258850 Iteration 3F: 3 clusters Score -121678.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -121880.156250 Penalty: 546.258850 Iteration 4F: 3 clusters Score -121880.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -122044.398438 Penalty: 546.258850 Iteration 5F: 3 clusters Score -122044.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -122209.054688 Penalty: 546.258850 Iteration 6Q: 3 clusters Score -122209.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -122342.554688 Penalty: 546.258850 Iteration 7Q: 3 clusters Score -122342.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -122438.320312 Penalty: 546.258850 Iteration 8Q: 3 clusters Score -122438.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -122479.312500 Penalty: 546.258850 Iteration 9Q: 3 clusters Score -122479.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -122502.390625 Penalty: 546.258850 Iteration 10Q: 3 clusters Score -122502.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -122526.664062 Penalty: 546.258850 Iteration 11Q: 3 clusters Score -122526.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -122545.812500 Penalty: 546.258850 Iteration 12Q: 3 clusters Score -122545.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -122553.460938 Penalty: 546.258850 Iteration 13Q: 3 clusters Score -122553.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -122558.734375 Penalty: 546.258850 Iteration 14Q: 3 clusters Score -122558.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -122561.945312 Penalty: 546.258850 Iteration 15Q: 3 clusters Score -122561.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -122566.960938 Penalty: 546.258850 Iteration 16Q: 3 clusters Score -122567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -122571.015625 Penalty: 546.258850 Iteration 17Q: 3 clusters Score -122571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -122574.078125 Penalty: 546.258850 Iteration 18Q: 3 clusters Score -122574.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -122576.968750 Penalty: 546.258850 Iteration 19Q: 3 clusters Score -122577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -122580.140625 Penalty: 546.258850 Iteration 20F: 3 clusters Score -122580.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -122580.843750 Penalty: 546.258850 Iteration 21Q: 3 clusters Score -122580.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -122581.984375 Penalty: 546.258850 Iteration 22Q: 3 clusters Score -122582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -122582.843750 Penalty: 546.258850 Iteration 23Q: 3 clusters Score -122582.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -122583.632812 Penalty: 546.258850 Iteration 24Q: 3 clusters Score -122583.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -122585.843750 Penalty: 546.258850 Iteration 25Q: 3 clusters Score -122585.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -122587.648438 Penalty: 546.258850 Iteration 26Q: 3 clusters Score -122587.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -122588.187500 Penalty: 546.258850 Iteration 27Q: 3 clusters Score -122588.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -122588.257812 Penalty: 546.258850 Iteration 28Q: 3 clusters Score -122588.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -122588.257812 Penalty: 546.258850 Iteration 29F: 3 clusters Score -122588.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (14641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Entering Unmasked Estep Score: -510451.718750 Penalty: 316.522186 Iteration 0F: 2 clusters Score -510451.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -500669.156250 Penalty: 633.044373 Iteration 0F: 3 clusters Score -500669.2 nChanged 7066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -504813.718750 Penalty: 633.044373 Iteration 1F: 3 clusters Score -504813.7 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -505262.625000 Penalty: 633.044373 Iteration 2F: 3 clusters Score -505262.6 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -505903.875000 Penalty: 633.044373 Iteration 3F: 3 clusters Score -505903.9 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -506639.093750 Penalty: 633.044373 Iteration 4F: 3 clusters Score -506639.1 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -507341.093750 Penalty: 633.044373 Iteration 5F: 3 clusters Score -507341.1 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -507906.062500 Penalty: 633.044373 Iteration 6F: 3 clusters Score -507906.1 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -508408.093750 Penalty: 633.044373 Iteration 7Q: 3 clusters Score -508408.1 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -508781.218750 Penalty: 633.044373 Iteration 8Q: 3 clusters Score -508781.2 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -509064.468750 Penalty: 633.044373 Iteration 9Q: 3 clusters Score -509064.5 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -509296.437500 Penalty: 633.044373 Iteration 10Q: 3 clusters Score -509296.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -509435.187500 Penalty: 633.044373 Iteration 11Q: 3 clusters Score -509435.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -509536.218750 Penalty: 633.044373 Iteration 12Q: 3 clusters Score -509536.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12605 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -509631.375000 Penalty: 633.044373 Iteration 13Q: 3 clusters Score -509631.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -509713.687500 Penalty: 633.044373 Iteration 14Q: 3 clusters Score -509713.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -509776.687500 Penalty: 633.044373 Iteration 15Q: 3 clusters Score -509776.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -509823.531250 Penalty: 633.044373 Iteration 16Q: 3 clusters Score -509823.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -509866.093750 Penalty: 633.044373 Iteration 17Q: 3 clusters Score -509866.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13304 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -509894.687500 Penalty: 633.044373 Iteration 18Q: 3 clusters Score -509894.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13399 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -509922.000000 Penalty: 633.044373 Iteration 19Q: 3 clusters Score -509922 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13497 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -509954.531250 Penalty: 633.044373 Iteration 20F: 3 clusters Score -509954.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13583 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -509984.875000 Penalty: 633.044373 Iteration 21Q: 3 clusters Score -509984.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -510017.500000 Penalty: 633.044373 Iteration 22Q: 3 clusters Score -510017.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -510053.343750 Penalty: 633.044373 Iteration 23Q: 3 clusters Score -510053.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -510092.062500 Penalty: 633.044373 Iteration 24Q: 3 clusters Score -510092.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -510123.812500 Penalty: 633.044373 Iteration 25Q: 3 clusters Score -510123.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -510150.656250 Penalty: 633.044373 Iteration 26Q: 3 clusters Score -510150.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -510169.000000 Penalty: 633.044373 Iteration 27Q: 3 clusters Score -510169 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14082 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -510181.406250 Penalty: 633.044373 Iteration 28Q: 3 clusters Score -510181.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14112 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -510189.093750 Penalty: 633.044373 Iteration 29Q: 3 clusters Score -510189.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -510196.687500 Penalty: 633.044373 Iteration 30Q: 3 clusters Score -510196.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -510199.250000 Penalty: 633.044373 Iteration 31Q: 3 clusters Score -510199.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -510203.000000 Penalty: 633.044373 Iteration 32Q: 3 clusters Score -510203 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -510205.218750 Penalty: 633.044373 Iteration 33Q: 3 clusters Score -510205.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14225 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -510212.312500 Penalty: 633.044373 Iteration 34Q: 3 clusters Score -510212.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -510218.843750 Penalty: 633.044373 Iteration 35Q: 3 clusters Score -510218.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -510222.843750 Penalty: 633.044373 Iteration 36Q: 3 clusters Score -510222.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14268 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -510223.312500 Penalty: 633.044373 Iteration 37Q: 3 clusters Score -510223.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14274 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -510223.406250 Penalty: 633.044373 Iteration 38Q: 3 clusters Score -510223.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -510225.343750 Penalty: 633.044373 Iteration 39Q: 3 clusters Score -510225.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -510227.968750 Penalty: 633.044373 Iteration 40F: 3 clusters Score -510228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -510229.125000 Penalty: 633.044373 Iteration 41Q: 3 clusters Score -510229.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -510228.937500 Penalty: 633.044373 Iteration 42Q: 3 clusters Score -510228.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -510228.500000 Penalty: 633.044373 Iteration 43Q: 3 clusters Score -510228.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -510228.531250 Penalty: 633.044373 Iteration 44Q: 3 clusters Score -510228.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -510228.531250 Penalty: 633.044373 Iteration 45F: 3 clusters Score -510228.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Entering Unmasked Estep Score: -260479.265625 Penalty: 297.784393 Iteration 0F: 2 clusters Score -260479.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -254936.500000 Penalty: 595.568787 Iteration 0F: 3 clusters Score -254936.5 nChanged 3857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -257262.046875 Penalty: 595.568787 Iteration 1F: 3 clusters Score -257262 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -257458.812500 Penalty: 595.568787 Iteration 2F: 3 clusters Score -257458.8 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -257675.359375 Penalty: 595.568787 Iteration 3F: 3 clusters Score -257675.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -257935.234375 Penalty: 595.568787 Iteration 4F: 3 clusters Score -257935.2 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -258241.890625 Penalty: 595.568787 Iteration 5F: 3 clusters Score -258241.9 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -258605.531250 Penalty: 595.568787 Iteration 6F: 3 clusters Score -258605.5 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -259024.796875 Penalty: 595.568787 Iteration 7F: 3 clusters Score -259024.8 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -259475.078125 Penalty: 595.568787 Iteration 8F: 3 clusters Score -259475.1 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -259800.093750 Penalty: 595.568787 Iteration 9Q: 3 clusters Score -259800.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -260021.093750 Penalty: 595.568787 Iteration 10Q: 3 clusters Score -260021.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -260215.453125 Penalty: 595.568787 Iteration 11Q: 3 clusters Score -260215.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -260324.109375 Penalty: 595.568787 Iteration 12Q: 3 clusters Score -260324.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -260380.062500 Penalty: 595.568787 Iteration 13Q: 3 clusters Score -260380.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -260412.687500 Penalty: 595.568787 Iteration 14Q: 3 clusters Score -260412.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -260433.593750 Penalty: 595.568787 Iteration 15Q: 3 clusters Score -260433.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -260448.218750 Penalty: 595.568787 Iteration 16Q: 3 clusters Score -260448.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -260455.625000 Penalty: 595.568787 Iteration 17Q: 3 clusters Score -260455.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -260459.109375 Penalty: 595.568787 Iteration 18Q: 3 clusters Score -260459.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -260461.031250 Penalty: 595.568787 Iteration 19Q: 3 clusters Score -260461 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -260463.734375 Penalty: 595.568787 Iteration 20F: 3 clusters Score -260463.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -260464.531250 Penalty: 595.568787 Iteration 21Q: 3 clusters Score -260464.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -260466.203125 Penalty: 595.568787 Iteration 22Q: 3 clusters Score -260466.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -260466.921875 Penalty: 595.568787 Iteration 23Q: 3 clusters Score -260466.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -260467.187500 Penalty: 595.568787 Iteration 24Q: 3 clusters Score -260467.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -260468.453125 Penalty: 595.568787 Iteration 25Q: 3 clusters Score -260468.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -260469.281250 Penalty: 595.568787 Iteration 26Q: 3 clusters Score -260469.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -260470.296875 Penalty: 595.568787 Iteration 27Q: 3 clusters Score -260470.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -260470.671875 Penalty: 595.568787 Iteration 28Q: 3 clusters Score -260470.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -260470.968750 Penalty: 595.568787 Iteration 29Q: 3 clusters Score -260471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -260470.937500 Penalty: 595.568787 Iteration 30Q: 3 clusters Score -260470.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -260471.546875 Penalty: 595.568787 Iteration 31Q: 3 clusters Score -260471.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -260471.140625 Penalty: 595.568787 Iteration 32Q: 3 clusters Score -260471.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -260471.578125 Penalty: 595.568787 Iteration 33Q: 3 clusters Score -260471.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -260471.593750 Penalty: 595.568787 Iteration 34Q: 3 clusters Score -260471.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -260471.359375 Penalty: 595.568787 Iteration 35Q: 3 clusters Score -260471.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -260471.734375 Penalty: 595.568787 Iteration 36Q: 3 clusters Score -260471.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -260471.687500 Penalty: 595.568787 Iteration 37Q: 3 clusters Score -260471.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -260471.687500 Penalty: 595.568787 Iteration 38F: 3 clusters Score -260471.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Entering Unmasked Estep Score: -304181.250000 Penalty: 300.847107 Iteration 0F: 2 clusters Score -304181.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -298055.843750 Penalty: 601.694214 Iteration 0F: 3 clusters Score -298055.8 nChanged 4240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -300753.875000 Penalty: 601.694214 Iteration 1F: 3 clusters Score -300753.9 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -300985.250000 Penalty: 601.694214 Iteration 2F: 3 clusters Score -300985.2 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -301200.000000 Penalty: 601.694214 Iteration 3F: 3 clusters Score -301200 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -301412.125000 Penalty: 601.694214 Iteration 4Q: 3 clusters Score -301412.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -301656.656250 Penalty: 601.694214 Iteration 5Q: 3 clusters Score -301656.7 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -301943.500000 Penalty: 601.694214 Iteration 6Q: 3 clusters Score -301943.5 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -302240.312500 Penalty: 601.694214 Iteration 7Q: 3 clusters Score -302240.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -302485.906250 Penalty: 601.694214 Iteration 8Q: 3 clusters Score -302485.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -302645.156250 Penalty: 601.694214 Iteration 9Q: 3 clusters Score -302645.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -302766.843750 Penalty: 601.694214 Iteration 10Q: 3 clusters Score -302766.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -302879.750000 Penalty: 601.694214 Iteration 11Q: 3 clusters Score -302879.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -303056.687500 Penalty: 601.694214 Iteration 12Q: 3 clusters Score -303056.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -303433.218750 Penalty: 601.694214 Iteration 13Q: 3 clusters Score -303433.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -303951.187500 Penalty: 601.694214 Iteration 14Q: 3 clusters Score -303951.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -304075.812500 Penalty: 601.694214 Iteration 15Q: 3 clusters Score -304075.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -304161.031250 Penalty: 601.694214 Iteration 16Q: 3 clusters Score -304161 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -304262.375000 Penalty: 601.694214 Iteration 17Q: 3 clusters Score -304262.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -304379.062500 Penalty: 601.694214 Iteration 18Q: 3 clusters Score -304379.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -304538.531250 Penalty: 601.694214 Iteration 19Q: 3 clusters Score -304538.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -304743.218750 Penalty: 601.694214 Iteration 20F: 3 clusters Score -304743.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -305003.093750 Penalty: 601.694214 Iteration 21Q: 3 clusters Score -305003.1 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -305329.375000 Penalty: 601.694214 Iteration 22Q: 3 clusters Score -305329.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -305611.437500 Penalty: 601.694214 Iteration 23Q: 3 clusters Score -305611.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -305875.750000 Penalty: 601.694214 Iteration 24Q: 3 clusters Score -305875.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -306238.250000 Penalty: 601.694214 Iteration 25Q: 3 clusters Score -306238.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -306972.750000 Penalty: 601.694214 Iteration 26Q: 3 clusters Score -306972.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -307622.218750 Penalty: 601.694214 Iteration 27Q: 3 clusters Score -307622.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -307648.625000 Penalty: 601.694214 Iteration 28Q: 3 clusters Score -307648.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -307648.625000 Penalty: 601.694214 Iteration 29F: 3 clusters Score -307648.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 34082 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Entering Unmasked Estep Score: -8940094.000000 Penalty: 16730.703125 Splitting cluster 14 changes total score from -8933026.000000 to -8940094.000000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 15 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -15958.526367 Penalty: 208.939560 Iteration 0F: 2 clusters Score -15958.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -15488.403320 Penalty: 417.879120 Iteration 0F: 3 clusters Score -15488.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -15596.264648 Penalty: 417.879120 Iteration 1F: 3 clusters Score -15596.26 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -15628.268555 Penalty: 417.879120 Iteration 2F: 3 clusters Score -15628.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -15641.699219 Penalty: 417.879120 Iteration 3F: 3 clusters Score -15641.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -15657.778320 Penalty: 417.879120 Iteration 4Q: 3 clusters Score -15657.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -15672.836914 Penalty: 417.879120 Iteration 5Q: 3 clusters Score -15672.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -15686.274414 Penalty: 417.879120 Iteration 6Q: 3 clusters Score -15686.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -15698.320312 Penalty: 417.879120 Iteration 7Q: 3 clusters Score -15698.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -15711.166992 Penalty: 417.879120 Iteration 8Q: 3 clusters Score -15711.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -15716.972656 Penalty: 417.879120 Iteration 9Q: 3 clusters Score -15716.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -15724.350586 Penalty: 417.879120 Iteration 10Q: 3 clusters Score -15724.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -15726.408203 Penalty: 417.879120 Iteration 11Q: 3 clusters Score -15726.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -15730.222656 Penalty: 417.879120 Iteration 12Q: 3 clusters Score -15730.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -15734.575195 Penalty: 417.879120 Iteration 13Q: 3 clusters Score -15734.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -15743.263672 Penalty: 417.879120 Iteration 14Q: 3 clusters Score -15743.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15758.050781 Penalty: 417.879120 Iteration 15Q: 3 clusters Score -15758.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15770.869141 Penalty: 417.879120 Iteration 16Q: 3 clusters Score -15770.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15780.545898 Penalty: 417.879120 Iteration 17Q: 3 clusters Score -15780.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15787.036133 Penalty: 417.879120 Iteration 18Q: 3 clusters Score -15787.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15797.645508 Penalty: 417.879120 Iteration 19Q: 3 clusters Score -15797.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15805.442383 Penalty: 417.879120 Iteration 20F: 3 clusters Score -15805.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -15813.031250 Penalty: 417.879120 Iteration 21Q: 3 clusters Score -15813.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15818.841797 Penalty: 417.879120 Iteration 22Q: 3 clusters Score -15818.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -15821.757812 Penalty: 417.879120 Iteration 23Q: 3 clusters Score -15821.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -15825.599609 Penalty: 417.879120 Iteration 24Q: 3 clusters Score -15825.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15830.443359 Penalty: 417.879120 Iteration 25Q: 3 clusters Score -15830.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15831.966797 Penalty: 417.879120 Iteration 26Q: 3 clusters Score -15831.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -15832.582031 Penalty: 417.879120 Iteration 27Q: 3 clusters Score -15832.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -15833.025391 Penalty: 417.879120 Iteration 28Q: 3 clusters Score -15833.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -15834.309570 Penalty: 417.879120 Iteration 29Q: 3 clusters Score -15834.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -15836.053711 Penalty: 417.879120 Iteration 30Q: 3 clusters Score -15836.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -15837.474609 Penalty: 417.879120 Iteration 31Q: 3 clusters Score -15837.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -15838.614258 Penalty: 417.879120 Iteration 32Q: 3 clusters Score -15838.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -15840.577148 Penalty: 417.879120 Iteration 33Q: 3 clusters Score -15840.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -15841.995117 Penalty: 417.879120 Iteration 34Q: 3 clusters Score -15842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15843.675781 Penalty: 417.879120 Iteration 35Q: 3 clusters Score -15843.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15846.596680 Penalty: 417.879120 Iteration 36Q: 3 clusters Score -15846.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -15848.947266 Penalty: 417.879120 Iteration 37Q: 3 clusters Score -15848.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -15854.262695 Penalty: 417.879120 Iteration 38Q: 3 clusters Score -15854.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -15855.568359 Penalty: 417.879120 Iteration 39Q: 3 clusters Score -15855.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -15855.568359 Penalty: 417.879120 Iteration 40F: 3 clusters Score -15855.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Entering Unmasked Estep Score: -154554.859375 Penalty: 282.564117 Iteration 0F: 2 clusters Score -154554.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -151168.140625 Penalty: 565.128235 Iteration 0F: 3 clusters Score -151168.1 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -152822.750000 Penalty: 565.128235 Iteration 1F: 3 clusters Score -152822.8 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -153213.890625 Penalty: 565.128235 Iteration 2F: 3 clusters Score -153213.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -153584.875000 Penalty: 565.128235 Iteration 3F: 3 clusters Score -153584.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -153880.484375 Penalty: 565.128235 Iteration 4F: 3 clusters Score -153880.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -154071.453125 Penalty: 565.128235 Iteration 5F: 3 clusters Score -154071.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -154178.640625 Penalty: 565.128235 Iteration 6Q: 3 clusters Score -154178.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -154241.203125 Penalty: 565.128235 Iteration 7Q: 3 clusters Score -154241.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -154272.562500 Penalty: 565.128235 Iteration 8Q: 3 clusters Score -154272.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -154289.640625 Penalty: 565.128235 Iteration 9Q: 3 clusters Score -154289.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -154301.640625 Penalty: 565.128235 Iteration 10Q: 3 clusters Score -154301.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -154311.078125 Penalty: 565.128235 Iteration 11Q: 3 clusters Score -154311.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -154317.359375 Penalty: 565.128235 Iteration 12Q: 3 clusters Score -154317.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -154320.453125 Penalty: 565.128235 Iteration 13Q: 3 clusters Score -154320.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -154322.687500 Penalty: 565.128235 Iteration 14Q: 3 clusters Score -154322.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -154323.500000 Penalty: 565.128235 Iteration 15Q: 3 clusters Score -154323.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -154324.687500 Penalty: 565.128235 Iteration 16Q: 3 clusters Score -154324.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -154325.375000 Penalty: 565.128235 Iteration 17Q: 3 clusters Score -154325.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -154325.953125 Penalty: 565.128235 Iteration 18Q: 3 clusters Score -154326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -154327.437500 Penalty: 565.128235 Iteration 19Q: 3 clusters Score -154327.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -154328.031250 Penalty: 565.128235 Iteration 20F: 3 clusters Score -154328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -154328.640625 Penalty: 565.128235 Iteration 21Q: 3 clusters Score -154328.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -154329.468750 Penalty: 565.128235 Iteration 22Q: 3 clusters Score -154329.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -154329.718750 Penalty: 565.128235 Iteration 23Q: 3 clusters Score -154329.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -154330.015625 Penalty: 565.128235 Iteration 24Q: 3 clusters Score -154330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -154330.296875 Penalty: 565.128235 Iteration 25Q: 3 clusters Score -154330.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -154330.359375 Penalty: 565.128235 Iteration 26Q: 3 clusters Score -154330.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -154330.234375 Penalty: 565.128235 Iteration 27Q: 3 clusters Score -154330.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -154330.234375 Penalty: 565.128235 Iteration 28F: 3 clusters Score -154330.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (34082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34082 members Entering Unmasked Estep Score: -1088444.125000 Penalty: 344.405304 Iteration 0F: 2 clusters Score -1088444 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17125 members Mstep: Class 2 contains 16957 members Entering Unmasked Estep Score: -1065437.625000 Penalty: 688.810608 Iteration 0F: 3 clusters Score -1065438 nChanged 16589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18452 members Mstep: Class 2 contains 15630 members Entering Unmasked Estep Score: -1076973.875000 Penalty: 688.810608 Iteration 1F: 3 clusters Score -1076974 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19436 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -1078989.750000 Penalty: 688.810608 Iteration 2F: 3 clusters Score -1078990 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20303 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -1081235.500000 Penalty: 688.810608 Iteration 3F: 3 clusters Score -1081236 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20822 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -1083492.500000 Penalty: 688.810608 Iteration 4F: 3 clusters Score -1083492 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -1085337.750000 Penalty: 688.810608 Iteration 5F: 3 clusters Score -1085338 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20915 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -1086452.500000 Penalty: 688.810608 Iteration 6Q: 3 clusters Score -1086452 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20691 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -1087149.875000 Penalty: 688.810608 Iteration 7Q: 3 clusters Score -1087150 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20356 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -1087616.125000 Penalty: 688.810608 Iteration 8Q: 3 clusters Score -1087616 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -1087940.000000 Penalty: 688.810608 Iteration 9Q: 3 clusters Score -1087940 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19570 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -1088182.750000 Penalty: 688.810608 Iteration 10Q: 3 clusters Score -1088183 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -1088396.750000 Penalty: 688.810608 Iteration 11Q: 3 clusters Score -1088397 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 15383 members Entering Unmasked Estep Score: -1088542.250000 Penalty: 688.810608 Iteration 12Q: 3 clusters Score -1088542 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 15758 members Entering Unmasked Estep Score: -1088657.750000 Penalty: 688.810608 Iteration 13Q: 3 clusters Score -1088658 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -1088755.375000 Penalty: 688.810608 Iteration 14Q: 3 clusters Score -1088755 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 16448 members Entering Unmasked Estep Score: -1088869.625000 Penalty: 688.810608 Iteration 15Q: 3 clusters Score -1088870 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -1088977.375000 Penalty: 688.810608 Iteration 16Q: 3 clusters Score -1088977 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -1089097.000000 Penalty: 688.810608 Iteration 17Q: 3 clusters Score -1089097 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16631 members Mstep: Class 2 contains 17451 members Entering Unmasked Estep Score: -1089266.875000 Penalty: 688.810608 Iteration 18Q: 3 clusters Score -1089267 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16217 members Mstep: Class 2 contains 17865 members Entering Unmasked Estep Score: -1089528.500000 Penalty: 688.810608 Iteration 19Q: 3 clusters Score -1089528 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -1089967.750000 Penalty: 688.810608 Iteration 20F: 3 clusters Score -1089968 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15219 members Mstep: Class 2 contains 18863 members Entering Unmasked Estep Score: -1090569.125000 Penalty: 688.810608 Iteration 21Q: 3 clusters Score -1090569 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 19360 members Entering Unmasked Estep Score: -1091106.625000 Penalty: 688.810608 Iteration 22Q: 3 clusters Score -1091107 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -1091279.875000 Penalty: 688.810608 Iteration 23Q: 3 clusters Score -1091280 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -1091291.875000 Penalty: 688.810608 Iteration 24Q: 3 clusters Score -1091292 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -1091293.250000 Penalty: 688.810608 Iteration 25Q: 3 clusters Score -1091293 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 19741 members Entering Unmasked Estep Score: -1091292.375000 Penalty: 688.810608 Iteration 26Q: 3 clusters Score -1091292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -1091297.125000 Penalty: 688.810608 Iteration 27Q: 3 clusters Score -1091297 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 19754 members Entering Unmasked Estep Score: -1091298.875000 Penalty: 688.810608 Iteration 28Q: 3 clusters Score -1091299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -1091296.625000 Penalty: 688.810608 Iteration 29Q: 3 clusters Score -1091297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 19762 members Entering Unmasked Estep Score: -1091295.000000 Penalty: 688.810608 Iteration 30Q: 3 clusters Score -1091295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 19763 members Entering Unmasked Estep Score: -1091295.625000 Penalty: 688.810608 Iteration 31Q: 3 clusters Score -1091296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 19763 members Entering Unmasked Estep Score: -1091295.625000 Penalty: 688.810608 Iteration 32F: 3 clusters Score -1091296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 1647 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Entering Unmasked Estep Score: -8942930.000000 Penalty: 17148.970703 Splitting cluster 17 changes total score from -8933026.000000 to -8942930.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 18 (17621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Entering Unmasked Estep Score: -569206.875000 Penalty: 322.635956 Iteration 0F: 2 clusters Score -569206.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -557611.312500 Penalty: 645.271912 Iteration 0F: 3 clusters Score -557611.3 nChanged 8362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -563808.062500 Penalty: 645.271912 Iteration 1F: 3 clusters Score -563808.1 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -564949.562500 Penalty: 645.271912 Iteration 2F: 3 clusters Score -564949.6 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13199 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -565836.250000 Penalty: 645.271912 Iteration 3F: 3 clusters Score -565836.2 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -566562.875000 Penalty: 645.271912 Iteration 4F: 3 clusters Score -566562.9 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14308 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -567170.375000 Penalty: 645.271912 Iteration 5Q: 3 clusters Score -567170.4 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14611 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -567717.125000 Penalty: 645.271912 Iteration 6Q: 3 clusters Score -567717.1 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -568236.750000 Penalty: 645.271912 Iteration 7Q: 3 clusters Score -568236.8 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -568674.125000 Penalty: 645.271912 Iteration 8Q: 3 clusters Score -568674.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14890 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -568903.687500 Penalty: 645.271912 Iteration 9Q: 3 clusters Score -568903.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -569001.625000 Penalty: 645.271912 Iteration 10Q: 3 clusters Score -569001.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -569054.750000 Penalty: 645.271912 Iteration 11Q: 3 clusters Score -569054.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -569081.187500 Penalty: 645.271912 Iteration 12Q: 3 clusters Score -569081.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -569103.375000 Penalty: 645.271912 Iteration 13Q: 3 clusters Score -569103.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15320 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -569126.937500 Penalty: 645.271912 Iteration 14Q: 3 clusters Score -569126.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15402 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -569147.937500 Penalty: 645.271912 Iteration 15Q: 3 clusters Score -569147.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15468 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -569156.625000 Penalty: 645.271912 Iteration 16Q: 3 clusters Score -569156.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -569161.875000 Penalty: 645.271912 Iteration 17Q: 3 clusters Score -569161.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -569162.937500 Penalty: 645.271912 Iteration 18Q: 3 clusters Score -569162.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -569165.375000 Penalty: 645.271912 Iteration 19Q: 3 clusters Score -569165.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -569165.937500 Penalty: 645.271912 Iteration 20F: 3 clusters Score -569165.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -569166.937500 Penalty: 645.271912 Iteration 21Q: 3 clusters Score -569166.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -569167.375000 Penalty: 645.271912 Iteration 22Q: 3 clusters Score -569167.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -569167.375000 Penalty: 645.271912 Iteration 23Q: 3 clusters Score -569167.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -569168.000000 Penalty: 645.271912 Iteration 24Q: 3 clusters Score -569168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -569169.000000 Penalty: 645.271912 Iteration 25Q: 3 clusters Score -569169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15625 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -569171.062500 Penalty: 645.271912 Iteration 26Q: 3 clusters Score -569171.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15636 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -569171.687500 Penalty: 645.271912 Iteration 27Q: 3 clusters Score -569171.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -569171.250000 Penalty: 645.271912 Iteration 28Q: 3 clusters Score -569171.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -569170.875000 Penalty: 645.271912 Iteration 29Q: 3 clusters Score -569170.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -569171.625000 Penalty: 645.271912 Iteration 30Q: 3 clusters Score -569171.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15667 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -569171.312500 Penalty: 645.271912 Iteration 31Q: 3 clusters Score -569171.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -569171.562500 Penalty: 645.271912 Iteration 32Q: 3 clusters Score -569171.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -569171.562500 Penalty: 645.271912 Iteration 33F: 3 clusters Score -569171.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Entering Unmasked Estep Score: -46271.316406 Penalty: 244.421448 Iteration 0F: 2 clusters Score -46271.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -45066.230469 Penalty: 488.842896 Iteration 0F: 3 clusters Score -45066.23 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -45477.210938 Penalty: 488.842896 Iteration 1F: 3 clusters Score -45477.21 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -45574.960938 Penalty: 488.842896 Iteration 2F: 3 clusters Score -45574.96 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -45678.128906 Penalty: 488.842896 Iteration 3F: 3 clusters Score -45678.13 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -45772.429688 Penalty: 488.842896 Iteration 4F: 3 clusters Score -45772.43 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -45838.277344 Penalty: 488.842896 Iteration 5F: 3 clusters Score -45838.28 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -45891.031250 Penalty: 488.842896 Iteration 6F: 3 clusters Score -45891.03 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -45934.925781 Penalty: 488.842896 Iteration 7Q: 3 clusters Score -45934.93 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -45963.277344 Penalty: 488.842896 Iteration 8Q: 3 clusters Score -45963.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -45980.851562 Penalty: 488.842896 Iteration 9Q: 3 clusters Score -45980.85 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -45995.328125 Penalty: 488.842896 Iteration 10Q: 3 clusters Score -45995.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -46009.855469 Penalty: 488.842896 Iteration 11Q: 3 clusters Score -46009.86 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -46028.398438 Penalty: 488.842896 Iteration 12Q: 3 clusters Score -46028.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -46055.832031 Penalty: 488.842896 Iteration 13Q: 3 clusters Score -46055.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -46137.511719 Penalty: 488.842896 Iteration 14Q: 3 clusters Score -46137.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -46649.894531 Penalty: 488.842896 Iteration 15Q: 3 clusters Score -46649.89 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -47517.062500 Penalty: 488.842896 Iteration 16F: 3 clusters Score -47517.06 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -48176.855469 Penalty: 488.842896 Iteration 17F: 3 clusters Score -48176.86 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -48229.687500 Penalty: 488.842896 Iteration 18F: 3 clusters Score -48229.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -48229.949219 Penalty: 488.842896 Iteration 19Q: 3 clusters Score -48229.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -48229.949219 Penalty: 488.842896 Iteration 20F: 3 clusters Score -48229.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 7396 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Entering Unmasked Estep Score: -8944717.000000 Penalty: 17567.238281 Splitting cluster 19 changes total score from -8933026.000000 to -8944717.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 20 (9608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Entering Unmasked Estep Score: -283745.562500 Penalty: 302.621582 Iteration 0F: 2 clusters Score -283745.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -277275.312500 Penalty: 605.243164 Iteration 0F: 3 clusters Score -277275.3 nChanged 4581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -280015.750000 Penalty: 605.243164 Iteration 1F: 3 clusters Score -280015.8 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -280355.218750 Penalty: 605.243164 Iteration 2F: 3 clusters Score -280355.2 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -280725.875000 Penalty: 605.243164 Iteration 3F: 3 clusters Score -280725.9 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -281162.687500 Penalty: 605.243164 Iteration 4F: 3 clusters Score -281162.7 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -281624.093750 Penalty: 605.243164 Iteration 5F: 3 clusters Score -281624.1 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -282102.406250 Penalty: 605.243164 Iteration 6F: 3 clusters Score -282102.4 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -282516.781250 Penalty: 605.243164 Iteration 7F: 3 clusters Score -282516.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -282861.125000 Penalty: 605.243164 Iteration 8Q: 3 clusters Score -282861.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -283130.562500 Penalty: 605.243164 Iteration 9Q: 3 clusters Score -283130.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -283319.906250 Penalty: 605.243164 Iteration 10Q: 3 clusters Score -283319.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -283440.343750 Penalty: 605.243164 Iteration 11Q: 3 clusters Score -283440.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -283502.812500 Penalty: 605.243164 Iteration 12Q: 3 clusters Score -283502.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -283536.468750 Penalty: 605.243164 Iteration 13Q: 3 clusters Score -283536.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -283557.468750 Penalty: 605.243164 Iteration 14Q: 3 clusters Score -283557.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -283570.875000 Penalty: 605.243164 Iteration 15Q: 3 clusters Score -283570.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -283575.062500 Penalty: 605.243164 Iteration 16Q: 3 clusters Score -283575.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -283577.750000 Penalty: 605.243164 Iteration 17Q: 3 clusters Score -283577.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -283578.718750 Penalty: 605.243164 Iteration 18Q: 3 clusters Score -283578.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -283580.031250 Penalty: 605.243164 Iteration 19Q: 3 clusters Score -283580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -283582.531250 Penalty: 605.243164 Iteration 20F: 3 clusters Score -283582.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -283582.625000 Penalty: 605.243164 Iteration 21Q: 3 clusters Score -283582.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -283583.156250 Penalty: 605.243164 Iteration 22Q: 3 clusters Score -283583.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -283583.875000 Penalty: 605.243164 Iteration 23Q: 3 clusters Score -283583.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -283584.500000 Penalty: 605.243164 Iteration 24Q: 3 clusters Score -283584.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -283584.562500 Penalty: 605.243164 Iteration 25Q: 3 clusters Score -283584.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -283585.500000 Penalty: 605.243164 Iteration 26Q: 3 clusters Score -283585.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -283585.156250 Penalty: 605.243164 Iteration 27Q: 3 clusters Score -283585.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -283585.437500 Penalty: 605.243164 Iteration 28Q: 3 clusters Score -283585.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -283585.812500 Penalty: 605.243164 Iteration 29Q: 3 clusters Score -283585.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -283585.812500 Penalty: 605.243164 Iteration 30F: 3 clusters Score -283585.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Entering Unmasked Estep Score: -210801.484375 Penalty: 293.986908 Iteration 0F: 2 clusters Score -210801.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -206005.296875 Penalty: 587.973816 Iteration 0F: 3 clusters Score -206005.3 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -209131.468750 Penalty: 587.973816 Iteration 1F: 3 clusters Score -209131.5 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -209850.234375 Penalty: 587.973816 Iteration 2F: 3 clusters Score -209850.2 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -210162.343750 Penalty: 587.973816 Iteration 3F: 3 clusters Score -210162.3 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -210334.625000 Penalty: 587.973816 Iteration 4F: 3 clusters Score -210334.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -210449.593750 Penalty: 587.973816 Iteration 5Q: 3 clusters Score -210449.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -210546.140625 Penalty: 587.973816 Iteration 6Q: 3 clusters Score -210546.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -210628.328125 Penalty: 587.973816 Iteration 7Q: 3 clusters Score -210628.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -210702.656250 Penalty: 587.973816 Iteration 8Q: 3 clusters Score -210702.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -210771.390625 Penalty: 587.973816 Iteration 9Q: 3 clusters Score -210771.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -210831.046875 Penalty: 587.973816 Iteration 10Q: 3 clusters Score -210831 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -210888.875000 Penalty: 587.973816 Iteration 11Q: 3 clusters Score -210888.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -210947.046875 Penalty: 587.973816 Iteration 12Q: 3 clusters Score -210947 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -211016.656250 Penalty: 587.973816 Iteration 13Q: 3 clusters Score -211016.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -211072.187500 Penalty: 587.973816 Iteration 14Q: 3 clusters Score -211072.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -211114.000000 Penalty: 587.973816 Iteration 15Q: 3 clusters Score -211114 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -211158.312500 Penalty: 587.973816 Iteration 16Q: 3 clusters Score -211158.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -211208.718750 Penalty: 587.973816 Iteration 17Q: 3 clusters Score -211208.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -211256.203125 Penalty: 587.973816 Iteration 18Q: 3 clusters Score -211256.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -211316.125000 Penalty: 587.973816 Iteration 19Q: 3 clusters Score -211316.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -211398.093750 Penalty: 587.973816 Iteration 20F: 3 clusters Score -211398.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -211486.968750 Penalty: 587.973816 Iteration 21Q: 3 clusters Score -211487 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -211587.218750 Penalty: 587.973816 Iteration 22Q: 3 clusters Score -211587.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -211731.687500 Penalty: 587.973816 Iteration 23Q: 3 clusters Score -211731.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -211901.703125 Penalty: 587.973816 Iteration 24Q: 3 clusters Score -211901.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -212015.406250 Penalty: 587.973816 Iteration 25Q: 3 clusters Score -212015.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -212023.890625 Penalty: 587.973816 Iteration 26Q: 3 clusters Score -212023.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -212024.656250 Penalty: 587.973816 Iteration 27Q: 3 clusters Score -212024.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -212024.656250 Penalty: 587.973816 Iteration 28F: 3 clusters Score -212024.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 684 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Entering Unmasked Estep Score: -8945809.000000 Penalty: 17985.505859 Splitting cluster 21 changes total score from -8933026.000000 to -8945809.000000 So it's getting split into cluster 43. Entering ConstructFrom: Trying to split cluster 22 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -11930.818359 Penalty: 215.422607 Iteration 0F: 2 clusters Score -11930.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -11403.957031 Penalty: 430.845215 Iteration 0F: 3 clusters Score -11403.96 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -11595.895508 Penalty: 430.845215 Iteration 1F: 3 clusters Score -11595.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -11633.282227 Penalty: 430.845215 Iteration 2F: 3 clusters Score -11633.28 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -11672.111328 Penalty: 430.845215 Iteration 3F: 3 clusters Score -11672.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -11747.545898 Penalty: 430.845215 Iteration 4F: 3 clusters Score -11747.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -11778.513672 Penalty: 430.845215 Iteration 5F: 3 clusters Score -11778.51 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -11798.941406 Penalty: 430.845215 Iteration 6Q: 3 clusters Score -11798.94 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -11825.438477 Penalty: 430.845215 Iteration 7Q: 3 clusters Score -11825.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -11841.629883 Penalty: 430.845215 Iteration 8Q: 3 clusters Score -11841.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -11854.564453 Penalty: 430.845215 Iteration 9Q: 3 clusters Score -11854.56 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -11870.182617 Penalty: 430.845215 Iteration 10Q: 3 clusters Score -11870.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -11885.542969 Penalty: 430.845215 Iteration 11Q: 3 clusters Score -11885.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -11901.725586 Penalty: 430.845215 Iteration 12Q: 3 clusters Score -11901.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -11909.827148 Penalty: 430.845215 Iteration 13Q: 3 clusters Score -11909.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -11915.933594 Penalty: 430.845215 Iteration 14Q: 3 clusters Score -11915.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -11919.657227 Penalty: 430.845215 Iteration 15Q: 3 clusters Score -11919.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -11925.605469 Penalty: 430.845215 Iteration 16Q: 3 clusters Score -11925.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -11927.956055 Penalty: 430.845215 Iteration 17Q: 3 clusters Score -11927.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -11930.817383 Penalty: 430.845215 Iteration 18Q: 3 clusters Score -11930.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -11935.507812 Penalty: 430.845215 Iteration 19Q: 3 clusters Score -11935.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -11939.789062 Penalty: 430.845215 Iteration 20F: 3 clusters Score -11939.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -11948.365234 Penalty: 430.845215 Iteration 21Q: 3 clusters Score -11948.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -11960.166992 Penalty: 430.845215 Iteration 22Q: 3 clusters Score -11960.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -11968.506836 Penalty: 430.845215 Iteration 23Q: 3 clusters Score -11968.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -11972.494141 Penalty: 430.845215 Iteration 24Q: 3 clusters Score -11972.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -11989.353516 Penalty: 430.845215 Iteration 25Q: 3 clusters Score -11989.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -11996.933594 Penalty: 430.845215 Iteration 26Q: 3 clusters Score -11996.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -12003.329102 Penalty: 430.845215 Iteration 27Q: 3 clusters Score -12003.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -12007.129883 Penalty: 430.845215 Iteration 28Q: 3 clusters Score -12007.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -12007.129883 Penalty: 430.845215 Iteration 29F: 3 clusters Score -12007.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1854 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Entering Unmasked Estep Score: -8945684.000000 Penalty: 18403.773438 Splitting cluster 22 changes total score from -8933026.000000 to -8945684.000000 So it's getting split into cluster 44. Entering ConstructFrom: Trying to split cluster 23 (24962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Entering Unmasked Estep Score: -825698.625000 Penalty: 334.128632 Iteration 0F: 2 clusters Score -825698.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -808846.000000 Penalty: 668.257263 Iteration 0F: 3 clusters Score -808846 nChanged 12077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -816364.250000 Penalty: 668.257263 Iteration 1F: 3 clusters Score -816364.2 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13315 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -817609.500000 Penalty: 668.257263 Iteration 2F: 3 clusters Score -817609.5 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -819290.125000 Penalty: 668.257263 Iteration 3F: 3 clusters Score -819290.1 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -820792.000000 Penalty: 668.257263 Iteration 4F: 3 clusters Score -820792 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -821778.375000 Penalty: 668.257263 Iteration 5F: 3 clusters Score -821778.4 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -822355.687500 Penalty: 668.257263 Iteration 6F: 3 clusters Score -822355.7 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -822635.125000 Penalty: 668.257263 Iteration 7Q: 3 clusters Score -822635.1 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -822765.312500 Penalty: 668.257263 Iteration 8Q: 3 clusters Score -822765.3 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -822850.125000 Penalty: 668.257263 Iteration 9Q: 3 clusters Score -822850.1 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -822909.125000 Penalty: 668.257263 Iteration 10Q: 3 clusters Score -822909.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -822963.750000 Penalty: 668.257263 Iteration 11Q: 3 clusters Score -822963.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14881 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -823025.687500 Penalty: 668.257263 Iteration 12Q: 3 clusters Score -823025.7 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15226 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -823110.375000 Penalty: 668.257263 Iteration 13Q: 3 clusters Score -823110.4 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -823213.687500 Penalty: 668.257263 Iteration 14Q: 3 clusters Score -823213.7 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -823325.625000 Penalty: 668.257263 Iteration 15Q: 3 clusters Score -823325.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -823443.750000 Penalty: 668.257263 Iteration 16Q: 3 clusters Score -823443.8 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -823584.500000 Penalty: 668.257263 Iteration 17Q: 3 clusters Score -823584.5 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -823731.312500 Penalty: 668.257263 Iteration 18Q: 3 clusters Score -823731.3 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -823878.750000 Penalty: 668.257263 Iteration 19Q: 3 clusters Score -823878.8 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18735 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -824032.250000 Penalty: 668.257263 Iteration 20F: 3 clusters Score -824032.2 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -824185.250000 Penalty: 668.257263 Iteration 21Q: 3 clusters Score -824185.2 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19814 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -824352.125000 Penalty: 668.257263 Iteration 22Q: 3 clusters Score -824352.1 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20351 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -824518.187500 Penalty: 668.257263 Iteration 23Q: 3 clusters Score -824518.2 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -824662.937500 Penalty: 668.257263 Iteration 24Q: 3 clusters Score -824662.9 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21278 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -824785.937500 Penalty: 668.257263 Iteration 25Q: 3 clusters Score -824785.9 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21641 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -824875.187500 Penalty: 668.257263 Iteration 26Q: 3 clusters Score -824875.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21957 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -824960.937500 Penalty: 668.257263 Iteration 27Q: 3 clusters Score -824960.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22240 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -825031.875000 Penalty: 668.257263 Iteration 28Q: 3 clusters Score -825031.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22492 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -825090.875000 Penalty: 668.257263 Iteration 29Q: 3 clusters Score -825090.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22714 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -825147.562500 Penalty: 668.257263 Iteration 30Q: 3 clusters Score -825147.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22913 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -825189.000000 Penalty: 668.257263 Iteration 31Q: 3 clusters Score -825189 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -825218.125000 Penalty: 668.257263 Iteration 32Q: 3 clusters Score -825218.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -825249.375000 Penalty: 668.257263 Iteration 33Q: 3 clusters Score -825249.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23326 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -825275.062500 Penalty: 668.257263 Iteration 34Q: 3 clusters Score -825275.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23439 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -825298.125000 Penalty: 668.257263 Iteration 35Q: 3 clusters Score -825298.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -825319.312500 Penalty: 668.257263 Iteration 36Q: 3 clusters Score -825319.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -825334.750000 Penalty: 668.257263 Iteration 37Q: 3 clusters Score -825334.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -825356.812500 Penalty: 668.257263 Iteration 38Q: 3 clusters Score -825356.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23802 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -825372.875000 Penalty: 668.257263 Iteration 39Q: 3 clusters Score -825372.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23875 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -825390.062500 Penalty: 668.257263 Iteration 40F: 3 clusters Score -825390.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23937 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -825406.062500 Penalty: 668.257263 Iteration 41Q: 3 clusters Score -825406.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23990 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -825418.812500 Penalty: 668.257263 Iteration 42Q: 3 clusters Score -825418.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24038 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -825426.375000 Penalty: 668.257263 Iteration 43Q: 3 clusters Score -825426.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24081 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -825435.500000 Penalty: 668.257263 Iteration 44Q: 3 clusters Score -825435.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -825443.375000 Penalty: 668.257263 Iteration 45Q: 3 clusters Score -825443.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -825449.125000 Penalty: 668.257263 Iteration 46Q: 3 clusters Score -825449.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -825456.625000 Penalty: 668.257263 Iteration 47Q: 3 clusters Score -825456.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24182 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -825464.500000 Penalty: 668.257263 Iteration 48Q: 3 clusters Score -825464.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24203 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -825472.062500 Penalty: 668.257263 Iteration 49Q: 3 clusters Score -825472.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -825476.250000 Penalty: 668.257263 Iteration 50Q: 3 clusters Score -825476.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -825481.812500 Penalty: 668.257263 Iteration 51Q: 3 clusters Score -825481.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24252 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -825484.500000 Penalty: 668.257263 Iteration 52Q: 3 clusters Score -825484.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24251 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -825485.500000 Penalty: 668.257263 Iteration 53Q: 3 clusters Score -825485.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -825484.812500 Penalty: 668.257263 Iteration 54Q: 3 clusters Score -825484.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24258 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -825485.312500 Penalty: 668.257263 Iteration 55Q: 3 clusters Score -825485.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24261 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -825486.875000 Penalty: 668.257263 Iteration 56Q: 3 clusters Score -825486.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24268 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -825488.562500 Penalty: 668.257263 Iteration 57Q: 3 clusters Score -825488.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24274 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -825489.687500 Penalty: 668.257263 Iteration 58Q: 3 clusters Score -825489.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24278 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -825491.812500 Penalty: 668.257263 Iteration 59Q: 3 clusters Score -825491.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24285 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -825491.125000 Penalty: 668.257263 Iteration 60F: 3 clusters Score -825491.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -825493.187500 Penalty: 668.257263 Iteration 61Q: 3 clusters Score -825493.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24297 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -825493.687500 Penalty: 668.257263 Iteration 62Q: 3 clusters Score -825493.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24298 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -825493.687500 Penalty: 668.257263 Iteration 63Q: 3 clusters Score -825493.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24302 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -825494.312500 Penalty: 668.257263 Iteration 64Q: 3 clusters Score -825494.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -825494.187500 Penalty: 668.257263 Iteration 65Q: 3 clusters Score -825494.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24304 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -825494.500000 Penalty: 668.257263 Iteration 66Q: 3 clusters Score -825494.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24305 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -825495.562500 Penalty: 668.257263 Iteration 67Q: 3 clusters Score -825495.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24309 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -825494.750000 Penalty: 668.257263 Iteration 68Q: 3 clusters Score -825494.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24313 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -825495.250000 Penalty: 668.257263 Iteration 69Q: 3 clusters Score -825495.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24315 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -825495.937500 Penalty: 668.257263 Iteration 70Q: 3 clusters Score -825495.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24317 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -825496.312500 Penalty: 668.257263 Iteration 71Q: 3 clusters Score -825496.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24319 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -825496.875000 Penalty: 668.257263 Iteration 72Q: 3 clusters Score -825496.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24321 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -825498.312500 Penalty: 668.257263 Iteration 73Q: 3 clusters Score -825498.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24322 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -825498.187500 Penalty: 668.257263 Iteration 74Q: 3 clusters Score -825498.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -825499.125000 Penalty: 668.257263 Iteration 75Q: 3 clusters Score -825499.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -825498.875000 Penalty: 668.257263 Iteration 76Q: 3 clusters Score -825498.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -825498.937500 Penalty: 668.257263 Iteration 77Q: 3 clusters Score -825498.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24325 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -825499.062500 Penalty: 668.257263 Iteration 78Q: 3 clusters Score -825499.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -825499.500000 Penalty: 668.257263 Iteration 79Q: 3 clusters Score -825499.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24327 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -825499.000000 Penalty: 668.257263 Iteration 80F: 3 clusters Score -825499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24328 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -825498.812500 Penalty: 668.257263 Iteration 81Q: 3 clusters Score -825498.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24329 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -825498.625000 Penalty: 668.257263 Iteration 82Q: 3 clusters Score -825498.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -825498.437500 Penalty: 668.257263 Iteration 83Q: 3 clusters Score -825498.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -825498.437500 Penalty: 668.257263 Iteration 84F: 3 clusters Score -825498.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Entering Unmasked Estep Score: -73721.914062 Penalty: 252.580994 Iteration 0F: 2 clusters Score -73721.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -72252.171875 Penalty: 505.161987 Iteration 0F: 3 clusters Score -72252.17 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -72790.421875 Penalty: 505.161987 Iteration 1F: 3 clusters Score -72790.42 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -72911.828125 Penalty: 505.161987 Iteration 2F: 3 clusters Score -72911.83 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -73006.554688 Penalty: 505.161987 Iteration 3F: 3 clusters Score -73006.55 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -73100.140625 Penalty: 505.161987 Iteration 4F: 3 clusters Score -73100.14 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -73178.640625 Penalty: 505.161987 Iteration 5F: 3 clusters Score -73178.64 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -73262.460938 Penalty: 505.161987 Iteration 6Q: 3 clusters Score -73262.46 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -73350.164062 Penalty: 505.161987 Iteration 7Q: 3 clusters Score -73350.16 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -73424.953125 Penalty: 505.161987 Iteration 8Q: 3 clusters Score -73424.95 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -73468.812500 Penalty: 505.161987 Iteration 9Q: 3 clusters Score -73468.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -73492.390625 Penalty: 505.161987 Iteration 10Q: 3 clusters Score -73492.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -73507.609375 Penalty: 505.161987 Iteration 11Q: 3 clusters Score -73507.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -73516.648438 Penalty: 505.161987 Iteration 12Q: 3 clusters Score -73516.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -73522.312500 Penalty: 505.161987 Iteration 13Q: 3 clusters Score -73522.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -73522.312500 Penalty: 505.161987 Iteration 14F: 3 clusters Score -73522.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Entering Unmasked Estep Score: -39915.515625 Penalty: 248.328323 Iteration 0F: 2 clusters Score -39915.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -38656.835938 Penalty: 496.656647 Iteration 0F: 3 clusters Score -38656.84 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -39446.617188 Penalty: 496.656647 Iteration 1F: 3 clusters Score -39446.62 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -39682.195312 Penalty: 496.656647 Iteration 2F: 3 clusters Score -39682.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -39844.371094 Penalty: 496.656647 Iteration 3F: 3 clusters Score -39844.37 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -39919.949219 Penalty: 496.656647 Iteration 4F: 3 clusters Score -39919.95 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -39967.507812 Penalty: 496.656647 Iteration 5Q: 3 clusters Score -39967.51 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -39986.515625 Penalty: 496.656647 Iteration 6Q: 3 clusters Score -39986.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -40010.867188 Penalty: 496.656647 Iteration 7Q: 3 clusters Score -40010.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -40033.062500 Penalty: 496.656647 Iteration 8Q: 3 clusters Score -40033.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -40043.046875 Penalty: 496.656647 Iteration 9Q: 3 clusters Score -40043.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -40048.433594 Penalty: 496.656647 Iteration 10Q: 3 clusters Score -40048.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -40050.046875 Penalty: 496.656647 Iteration 11Q: 3 clusters Score -40050.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -40050.582031 Penalty: 496.656647 Iteration 12Q: 3 clusters Score -40050.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -40050.582031 Penalty: 496.656647 Iteration 13F: 3 clusters Score -40050.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 2042 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Mstep: Class 45 contains 253 members Entering Unmasked Estep Score: -8945652.000000 Penalty: 18822.041016 Splitting cluster 25 changes total score from -8933026.000000 to -8945652.000000 So it's getting split into cluster 45. Entering ConstructFrom: Trying to split cluster 26 (2042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Entering Unmasked Estep Score: -65614.359375 Penalty: 251.515610 Iteration 0F: 2 clusters Score -65614.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -64227.257812 Penalty: 503.031219 Iteration 0F: 3 clusters Score -64227.26 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -64994.085938 Penalty: 503.031219 Iteration 1F: 3 clusters Score -64994.09 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -65277.453125 Penalty: 503.031219 Iteration 2F: 3 clusters Score -65277.45 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -65500.035156 Penalty: 503.031219 Iteration 3F: 3 clusters Score -65500.04 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -65686.007812 Penalty: 503.031219 Iteration 4F: 3 clusters Score -65686.01 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -65812.703125 Penalty: 503.031219 Iteration 5Q: 3 clusters Score -65812.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65857.351562 Penalty: 503.031219 Iteration 6Q: 3 clusters Score -65857.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -65869.390625 Penalty: 503.031219 Iteration 7Q: 3 clusters Score -65869.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -65877.289062 Penalty: 503.031219 Iteration 8Q: 3 clusters Score -65877.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -65881.250000 Penalty: 503.031219 Iteration 9Q: 3 clusters Score -65881.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -65883.796875 Penalty: 503.031219 Iteration 10Q: 3 clusters Score -65883.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -65885.406250 Penalty: 503.031219 Iteration 11Q: 3 clusters Score -65885.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65886.015625 Penalty: 503.031219 Iteration 12Q: 3 clusters Score -65886.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -65886.554688 Penalty: 503.031219 Iteration 13Q: 3 clusters Score -65886.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -65886.976562 Penalty: 503.031219 Iteration 14Q: 3 clusters Score -65886.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -65887.156250 Penalty: 503.031219 Iteration 15Q: 3 clusters Score -65887.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -65887.273438 Penalty: 503.031219 Iteration 16Q: 3 clusters Score -65887.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -65887.273438 Penalty: 503.031219 Iteration 17F: 3 clusters Score -65887.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 22003 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Mstep: Class 45 contains 253 members Mstep: Class 46 contains 335 members Entering Unmasked Estep Score: -8945758.000000 Penalty: 19240.308594 Splitting cluster 26 changes total score from -8933026.000000 to -8945758.000000 So it's getting split into cluster 46. Entering ConstructFrom: Trying to split cluster 27 (5502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Entering Unmasked Estep Score: -133661.437500 Penalty: 284.224609 Iteration 0F: 2 clusters Score -133661.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -130021.859375 Penalty: 568.449219 Iteration 0F: 3 clusters Score -130021.9 nChanged 2519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -131897.812500 Penalty: 568.449219 Iteration 1F: 3 clusters Score -131897.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -132353.437500 Penalty: 568.449219 Iteration 2F: 3 clusters Score -132353.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -132669.406250 Penalty: 568.449219 Iteration 3F: 3 clusters Score -132669.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -132865.937500 Penalty: 568.449219 Iteration 4F: 3 clusters Score -132865.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -132970.875000 Penalty: 568.449219 Iteration 5Q: 3 clusters Score -132970.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -133036.906250 Penalty: 568.449219 Iteration 6Q: 3 clusters Score -133036.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -133122.187500 Penalty: 568.449219 Iteration 7Q: 3 clusters Score -133122.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -133216.906250 Penalty: 568.449219 Iteration 8Q: 3 clusters Score -133216.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -133287.375000 Penalty: 568.449219 Iteration 9Q: 3 clusters Score -133287.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -133320.593750 Penalty: 568.449219 Iteration 10Q: 3 clusters Score -133320.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -133340.625000 Penalty: 568.449219 Iteration 11Q: 3 clusters Score -133340.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -133365.078125 Penalty: 568.449219 Iteration 12Q: 3 clusters Score -133365.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -133385.296875 Penalty: 568.449219 Iteration 13Q: 3 clusters Score -133385.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -133399.078125 Penalty: 568.449219 Iteration 14Q: 3 clusters Score -133399.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -133413.968750 Penalty: 568.449219 Iteration 15Q: 3 clusters Score -133414 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -133434.078125 Penalty: 568.449219 Iteration 16Q: 3 clusters Score -133434.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -133446.750000 Penalty: 568.449219 Iteration 17Q: 3 clusters Score -133446.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -133459.765625 Penalty: 568.449219 Iteration 18Q: 3 clusters Score -133459.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -133468.734375 Penalty: 568.449219 Iteration 19Q: 3 clusters Score -133468.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -133477.968750 Penalty: 568.449219 Iteration 20F: 3 clusters Score -133478 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -133486.671875 Penalty: 568.449219 Iteration 21Q: 3 clusters Score -133486.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -133489.515625 Penalty: 568.449219 Iteration 22Q: 3 clusters Score -133489.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -133490.687500 Penalty: 568.449219 Iteration 23Q: 3 clusters Score -133490.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -133491.671875 Penalty: 568.449219 Iteration 24Q: 3 clusters Score -133491.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -133492.812500 Penalty: 568.449219 Iteration 25Q: 3 clusters Score -133492.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -133493.421875 Penalty: 568.449219 Iteration 26Q: 3 clusters Score -133493.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -133493.890625 Penalty: 568.449219 Iteration 27Q: 3 clusters Score -133493.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -133494.046875 Penalty: 568.449219 Iteration 28Q: 3 clusters Score -133494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -133494.046875 Penalty: 568.449219 Iteration 29F: 3 clusters Score -133494 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (22003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22003 members Entering Unmasked Estep Score: -704534.875000 Penalty: 329.964813 Iteration 0F: 2 clusters Score -704534.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -689882.250000 Penalty: 659.929626 Iteration 0F: 3 clusters Score -689882.2 nChanged 10448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -696417.375000 Penalty: 659.929626 Iteration 1F: 3 clusters Score -696417.4 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -697658.625000 Penalty: 659.929626 Iteration 2F: 3 clusters Score -697658.6 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -699722.687500 Penalty: 659.929626 Iteration 3F: 3 clusters Score -699722.7 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -702102.875000 Penalty: 659.929626 Iteration 4F: 3 clusters Score -702102.9 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -703357.187500 Penalty: 659.929626 Iteration 5F: 3 clusters Score -703357.2 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -704065.187500 Penalty: 659.929626 Iteration 6F: 3 clusters Score -704065.2 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 13708 members Entering Unmasked Estep Score: -704596.250000 Penalty: 659.929626 Iteration 7Q: 3 clusters Score -704596.2 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -705049.437500 Penalty: 659.929626 Iteration 8Q: 3 clusters Score -705049.4 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -705452.062500 Penalty: 659.929626 Iteration 9Q: 3 clusters Score -705452.1 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 15516 members Entering Unmasked Estep Score: -705751.750000 Penalty: 659.929626 Iteration 10Q: 3 clusters Score -705751.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 15709 members Entering Unmasked Estep Score: -705808.562500 Penalty: 659.929626 Iteration 11Q: 3 clusters Score -705808.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 15781 members Entering Unmasked Estep Score: -705818.937500 Penalty: 659.929626 Iteration 12Q: 3 clusters Score -705818.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 15805 members Entering Unmasked Estep Score: -705820.625000 Penalty: 659.929626 Iteration 13Q: 3 clusters Score -705820.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 15813 members Entering Unmasked Estep Score: -705820.375000 Penalty: 659.929626 Iteration 14Q: 3 clusters Score -705820.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -705819.812500 Penalty: 659.929626 Iteration 15Q: 3 clusters Score -705819.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -705819.812500 Penalty: 659.929626 Iteration 16F: 3 clusters Score -705819.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 6189 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 54870 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Mstep: Class 45 contains 253 members Mstep: Class 46 contains 335 members Mstep: Class 47 contains 15814 members Entering Unmasked Estep Score: -8946932.000000 Penalty: 19658.576172 Splitting cluster 28 changes total score from -8933026.000000 to -8946932.000000 So it's getting split into cluster 47. Entering ConstructFrom: Trying to split cluster 29 (3028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Entering Unmasked Estep Score: -103099.398438 Penalty: 264.516693 Iteration 0F: 2 clusters Score -103099.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -101057.289062 Penalty: 529.033386 Iteration 0F: 3 clusters Score -101057.3 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -101794.414062 Penalty: 529.033386 Iteration 1F: 3 clusters Score -101794.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -101915.859375 Penalty: 529.033386 Iteration 2F: 3 clusters Score -101915.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -102027.679688 Penalty: 529.033386 Iteration 3F: 3 clusters Score -102027.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -102109.429688 Penalty: 529.033386 Iteration 4F: 3 clusters Score -102109.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -102189.015625 Penalty: 529.033386 Iteration 5F: 3 clusters Score -102189 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -102258.984375 Penalty: 529.033386 Iteration 6Q: 3 clusters Score -102259 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -102336.335938 Penalty: 529.033386 Iteration 7Q: 3 clusters Score -102336.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -102435.859375 Penalty: 529.033386 Iteration 8Q: 3 clusters Score -102435.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -102522.609375 Penalty: 529.033386 Iteration 9Q: 3 clusters Score -102522.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -102604.367188 Penalty: 529.033386 Iteration 10Q: 3 clusters Score -102604.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -102708.257812 Penalty: 529.033386 Iteration 11Q: 3 clusters Score -102708.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -102779.070312 Penalty: 529.033386 Iteration 12Q: 3 clusters Score -102779.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -102835.304688 Penalty: 529.033386 Iteration 13Q: 3 clusters Score -102835.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -102884.187500 Penalty: 529.033386 Iteration 14Q: 3 clusters Score -102884.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -102936.906250 Penalty: 529.033386 Iteration 15Q: 3 clusters Score -102936.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -103027.492188 Penalty: 529.033386 Iteration 16Q: 3 clusters Score -103027.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -103077.460938 Penalty: 529.033386 Iteration 17Q: 3 clusters Score -103077.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -103082.773438 Penalty: 529.033386 Iteration 18Q: 3 clusters Score -103082.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -103086.421875 Penalty: 529.033386 Iteration 19Q: 3 clusters Score -103086.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -103087.421875 Penalty: 529.033386 Iteration 20F: 3 clusters Score -103087.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -103088.296875 Penalty: 529.033386 Iteration 21Q: 3 clusters Score -103088.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -103088.460938 Penalty: 529.033386 Iteration 22Q: 3 clusters Score -103088.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -103088.460938 Penalty: 529.033386 Iteration 23F: 3 clusters Score -103088.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (54870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54870 members Entering Unmasked Estep Score: -1732927.750000 Penalty: 360.119812 Iteration 0F: 2 clusters Score -1732928 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27331 members Mstep: Class 2 contains 27539 members Entering Unmasked Estep Score: -1695911.500000 Penalty: 720.239624 Iteration 0F: 3 clusters Score -1695912 nChanged 26779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23042 members Mstep: Class 2 contains 31828 members Entering Unmasked Estep Score: -1714004.750000 Penalty: 720.239624 Iteration 1F: 3 clusters Score -1714005 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 34121 members Entering Unmasked Estep Score: -1716943.500000 Penalty: 720.239624 Iteration 2F: 3 clusters Score -1716944 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18429 members Mstep: Class 2 contains 36441 members Entering Unmasked Estep Score: -1721597.625000 Penalty: 720.239624 Iteration 3F: 3 clusters Score -1721598 nChanged 4081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16928 members Mstep: Class 2 contains 37942 members Entering Unmasked Estep Score: -1727833.875000 Penalty: 720.239624 Iteration 4F: 3 clusters Score -1727834 nChanged 3373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 38315 members Entering Unmasked Estep Score: -1732749.000000 Penalty: 720.239624 Iteration 5F: 3 clusters Score -1732749 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16514 members Mstep: Class 2 contains 38356 members Entering Unmasked Estep Score: -1735303.000000 Penalty: 720.239624 Iteration 6Q: 3 clusters Score -1735303 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16498 members Mstep: Class 2 contains 38372 members Entering Unmasked Estep Score: -1736206.875000 Penalty: 720.239624 Iteration 7Q: 3 clusters Score -1736207 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 38466 members Entering Unmasked Estep Score: -1736553.500000 Penalty: 720.239624 Iteration 8Q: 3 clusters Score -1736554 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16311 members Mstep: Class 2 contains 38559 members Entering Unmasked Estep Score: -1736677.500000 Penalty: 720.239624 Iteration 9Q: 3 clusters Score -1736678 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16243 members Mstep: Class 2 contains 38627 members Entering Unmasked Estep Score: -1736734.250000 Penalty: 720.239624 Iteration 10Q: 3 clusters Score -1736734 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16215 members Mstep: Class 2 contains 38655 members Entering Unmasked Estep Score: -1736748.625000 Penalty: 720.239624 Iteration 11Q: 3 clusters Score -1736749 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16192 members Mstep: Class 2 contains 38678 members Entering Unmasked Estep Score: -1736752.125000 Penalty: 720.239624 Iteration 12Q: 3 clusters Score -1736752 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16165 members Mstep: Class 2 contains 38705 members Entering Unmasked Estep Score: -1736764.625000 Penalty: 720.239624 Iteration 13Q: 3 clusters Score -1736765 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16150 members Mstep: Class 2 contains 38720 members Entering Unmasked Estep Score: -1736763.000000 Penalty: 720.239624 Iteration 14Q: 3 clusters Score -1736763 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 38735 members Entering Unmasked Estep Score: -1736762.000000 Penalty: 720.239624 Iteration 15Q: 3 clusters Score -1736762 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16122 members Mstep: Class 2 contains 38748 members Entering Unmasked Estep Score: -1736758.625000 Penalty: 720.239624 Iteration 16Q: 3 clusters Score -1736759 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 38757 members Entering Unmasked Estep Score: -1736760.625000 Penalty: 720.239624 Iteration 17Q: 3 clusters Score -1736761 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 38771 members Entering Unmasked Estep Score: -1736759.875000 Penalty: 720.239624 Iteration 18Q: 3 clusters Score -1736760 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 38787 members Entering Unmasked Estep Score: -1736763.625000 Penalty: 720.239624 Iteration 19Q: 3 clusters Score -1736764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16073 members Mstep: Class 2 contains 38797 members Entering Unmasked Estep Score: -1736764.750000 Penalty: 720.239624 Iteration 20F: 3 clusters Score -1736765 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 38812 members Entering Unmasked Estep Score: -1736765.125000 Penalty: 720.239624 Iteration 21Q: 3 clusters Score -1736765 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 38834 members Entering Unmasked Estep Score: -1736765.875000 Penalty: 720.239624 Iteration 22Q: 3 clusters Score -1736766 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 38860 members Entering Unmasked Estep Score: -1736766.750000 Penalty: 720.239624 Iteration 23Q: 3 clusters Score -1736767 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 38899 members Entering Unmasked Estep Score: -1736764.625000 Penalty: 720.239624 Iteration 24Q: 3 clusters Score -1736765 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 38942 members Entering Unmasked Estep Score: -1736771.000000 Penalty: 720.239624 Iteration 25Q: 3 clusters Score -1736771 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15873 members Mstep: Class 2 contains 38997 members Entering Unmasked Estep Score: -1736775.000000 Penalty: 720.239624 Iteration 26Q: 3 clusters Score -1736775 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 39058 members Entering Unmasked Estep Score: -1736779.000000 Penalty: 720.239624 Iteration 27Q: 3 clusters Score -1736779 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15738 members Mstep: Class 2 contains 39132 members Entering Unmasked Estep Score: -1736782.250000 Penalty: 720.239624 Iteration 28Q: 3 clusters Score -1736782 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15650 members Mstep: Class 2 contains 39220 members Entering Unmasked Estep Score: -1736787.500000 Penalty: 720.239624 Iteration 29Q: 3 clusters Score -1736788 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 39330 members Entering Unmasked Estep Score: -1736797.000000 Penalty: 720.239624 Iteration 30Q: 3 clusters Score -1736797 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15442 members Mstep: Class 2 contains 39428 members Entering Unmasked Estep Score: -1736816.375000 Penalty: 720.239624 Iteration 31Q: 3 clusters Score -1736816 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 39544 members Entering Unmasked Estep Score: -1736828.625000 Penalty: 720.239624 Iteration 32Q: 3 clusters Score -1736829 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 39671 members Entering Unmasked Estep Score: -1736848.125000 Penalty: 720.239624 Iteration 33Q: 3 clusters Score -1736848 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 39782 members Entering Unmasked Estep Score: -1736867.750000 Penalty: 720.239624 Iteration 34Q: 3 clusters Score -1736868 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Mstep: Class 2 contains 39853 members Entering Unmasked Estep Score: -1736866.125000 Penalty: 720.239624 Iteration 35Q: 3 clusters Score -1736866 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 39889 members Entering Unmasked Estep Score: -1736874.375000 Penalty: 720.239624 Iteration 36Q: 3 clusters Score -1736874 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14959 members Mstep: Class 2 contains 39911 members Entering Unmasked Estep Score: -1736880.125000 Penalty: 720.239624 Iteration 37Q: 3 clusters Score -1736880 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14944 members Mstep: Class 2 contains 39926 members Entering Unmasked Estep Score: -1736883.625000 Penalty: 720.239624 Iteration 38Q: 3 clusters Score -1736884 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -1736884.000000 Penalty: 720.239624 Iteration 39Q: 3 clusters Score -1736884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 39938 members Entering Unmasked Estep Score: -1736882.125000 Penalty: 720.239624 Iteration 40F: 3 clusters Score -1736882 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14931 members Mstep: Class 2 contains 39939 members Entering Unmasked Estep Score: -1736880.375000 Penalty: 720.239624 Iteration 41Q: 3 clusters Score -1736880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 39941 members Entering Unmasked Estep Score: -1736881.125000 Penalty: 720.239624 Iteration 42Q: 3 clusters Score -1736881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -1736882.875000 Penalty: 720.239624 Iteration 43Q: 3 clusters Score -1736883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -1736882.875000 Penalty: 720.239624 Iteration 44F: 3 clusters Score -1736883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 6189 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 14927 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 2441 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Mstep: Class 45 contains 253 members Mstep: Class 46 contains 335 members Mstep: Class 47 contains 15814 members Mstep: Class 48 contains 39943 members Entering Unmasked Estep Score: -8950739.000000 Penalty: 20076.843750 Splitting cluster 30 changes total score from -8933026.000000 to -8950739.000000 So it's getting split into cluster 48. Entering ConstructFrom: Trying to split cluster 31 (11466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Entering Unmasked Estep Score: -396811.468750 Penalty: 308.455658 Iteration 0F: 2 clusters Score -396811.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -389127.875000 Penalty: 616.911316 Iteration 0F: 3 clusters Score -389127.9 nChanged 5450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -392253.437500 Penalty: 616.911316 Iteration 1F: 3 clusters Score -392253.4 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -392699.250000 Penalty: 616.911316 Iteration 2F: 3 clusters Score -392699.2 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -393269.968750 Penalty: 616.911316 Iteration 3F: 3 clusters Score -393270 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -394002.968750 Penalty: 616.911316 Iteration 4F: 3 clusters Score -394003 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -394762.656250 Penalty: 616.911316 Iteration 5F: 3 clusters Score -394762.7 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -395360.906250 Penalty: 616.911316 Iteration 6F: 3 clusters Score -395360.9 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -395797.843750 Penalty: 616.911316 Iteration 7Q: 3 clusters Score -395797.8 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -396122.812500 Penalty: 616.911316 Iteration 8Q: 3 clusters Score -396122.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -396337.406250 Penalty: 616.911316 Iteration 9Q: 3 clusters Score -396337.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -396465.406250 Penalty: 616.911316 Iteration 10Q: 3 clusters Score -396465.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -396508.500000 Penalty: 616.911316 Iteration 11Q: 3 clusters Score -396508.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -396535.187500 Penalty: 616.911316 Iteration 12Q: 3 clusters Score -396535.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -396540.375000 Penalty: 616.911316 Iteration 13Q: 3 clusters Score -396540.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -396541.312500 Penalty: 616.911316 Iteration 14Q: 3 clusters Score -396541.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -396543.656250 Penalty: 616.911316 Iteration 15Q: 3 clusters Score -396543.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -396547.468750 Penalty: 616.911316 Iteration 16Q: 3 clusters Score -396547.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -396548.281250 Penalty: 616.911316 Iteration 17Q: 3 clusters Score -396548.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -396551.156250 Penalty: 616.911316 Iteration 18Q: 3 clusters Score -396551.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -396551.000000 Penalty: 616.911316 Iteration 19Q: 3 clusters Score -396551 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -396551.000000 Penalty: 616.911316 Iteration 20F: 3 clusters Score -396551 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (12514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Entering Unmasked Estep Score: -353958.812500 Penalty: 311.341919 Iteration 0F: 2 clusters Score -353958.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -345656.312500 Penalty: 622.683838 Iteration 0F: 3 clusters Score -345656.3 nChanged 5885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -349498.625000 Penalty: 622.683838 Iteration 1F: 3 clusters Score -349498.6 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -349977.312500 Penalty: 622.683838 Iteration 2F: 3 clusters Score -349977.3 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -350471.593750 Penalty: 622.683838 Iteration 3F: 3 clusters Score -350471.6 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -350996.468750 Penalty: 622.683838 Iteration 4F: 3 clusters Score -350996.5 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -351486.437500 Penalty: 622.683838 Iteration 5F: 3 clusters Score -351486.4 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -351932.437500 Penalty: 622.683838 Iteration 6Q: 3 clusters Score -351932.4 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -352351.125000 Penalty: 622.683838 Iteration 7Q: 3 clusters Score -352351.1 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -352714.343750 Penalty: 622.683838 Iteration 8Q: 3 clusters Score -352714.3 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -352974.437500 Penalty: 622.683838 Iteration 9Q: 3 clusters Score -352974.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -353139.593750 Penalty: 622.683838 Iteration 10Q: 3 clusters Score -353139.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11413 members Entering Unmasked Estep Score: -353253.937500 Penalty: 622.683838 Iteration 11Q: 3 clusters Score -353253.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -353342.562500 Penalty: 622.683838 Iteration 12Q: 3 clusters Score -353342.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -353409.906250 Penalty: 622.683838 Iteration 13Q: 3 clusters Score -353409.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -353475.875000 Penalty: 622.683838 Iteration 14Q: 3 clusters Score -353475.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -353538.968750 Penalty: 622.683838 Iteration 15Q: 3 clusters Score -353539 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -353587.750000 Penalty: 622.683838 Iteration 16Q: 3 clusters Score -353587.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -353626.000000 Penalty: 622.683838 Iteration 17Q: 3 clusters Score -353626 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -353654.343750 Penalty: 622.683838 Iteration 18Q: 3 clusters Score -353654.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 12200 members Entering Unmasked Estep Score: -353675.343750 Penalty: 622.683838 Iteration 19Q: 3 clusters Score -353675.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -353689.500000 Penalty: 622.683838 Iteration 20F: 3 clusters Score -353689.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -353696.718750 Penalty: 622.683838 Iteration 21Q: 3 clusters Score -353696.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -353701.468750 Penalty: 622.683838 Iteration 22Q: 3 clusters Score -353701.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -353708.125000 Penalty: 622.683838 Iteration 23Q: 3 clusters Score -353708.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -353715.437500 Penalty: 622.683838 Iteration 24Q: 3 clusters Score -353715.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -353724.906250 Penalty: 622.683838 Iteration 25Q: 3 clusters Score -353724.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -353731.500000 Penalty: 622.683838 Iteration 26Q: 3 clusters Score -353731.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 12328 members Entering Unmasked Estep Score: -353736.125000 Penalty: 622.683838 Iteration 27Q: 3 clusters Score -353736.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -353741.562500 Penalty: 622.683838 Iteration 28Q: 3 clusters Score -353741.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -353743.937500 Penalty: 622.683838 Iteration 29Q: 3 clusters Score -353743.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -353745.000000 Penalty: 622.683838 Iteration 30Q: 3 clusters Score -353745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -353745.000000 Penalty: 622.683838 Iteration 31F: 3 clusters Score -353745 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (2782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Entering Unmasked Estep Score: -76915.421875 Penalty: 261.720551 Iteration 0F: 2 clusters Score -76915.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -74990.742188 Penalty: 523.441101 Iteration 0F: 3 clusters Score -74990.74 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -75751.476562 Penalty: 523.441101 Iteration 1F: 3 clusters Score -75751.48 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -75893.593750 Penalty: 523.441101 Iteration 2F: 3 clusters Score -75893.59 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -76020.929688 Penalty: 523.441101 Iteration 3F: 3 clusters Score -76020.93 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -76140.664062 Penalty: 523.441101 Iteration 4F: 3 clusters Score -76140.66 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -76231.445312 Penalty: 523.441101 Iteration 5F: 3 clusters Score -76231.45 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -76284.937500 Penalty: 523.441101 Iteration 6Q: 3 clusters Score -76284.94 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -76313.164062 Penalty: 523.441101 Iteration 7Q: 3 clusters Score -76313.16 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -76328.953125 Penalty: 523.441101 Iteration 8Q: 3 clusters Score -76328.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -76336.398438 Penalty: 523.441101 Iteration 9Q: 3 clusters Score -76336.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -76341.609375 Penalty: 523.441101 Iteration 10Q: 3 clusters Score -76341.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -76345.664062 Penalty: 523.441101 Iteration 11Q: 3 clusters Score -76345.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -76350.023438 Penalty: 523.441101 Iteration 12Q: 3 clusters Score -76350.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -76358.976562 Penalty: 523.441101 Iteration 13Q: 3 clusters Score -76358.98 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -76373.031250 Penalty: 523.441101 Iteration 14Q: 3 clusters Score -76373.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -76383.507812 Penalty: 523.441101 Iteration 15Q: 3 clusters Score -76383.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -76393.695312 Penalty: 523.441101 Iteration 16Q: 3 clusters Score -76393.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -76402.468750 Penalty: 523.441101 Iteration 17Q: 3 clusters Score -76402.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -76412.367188 Penalty: 523.441101 Iteration 18Q: 3 clusters Score -76412.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -76417.445312 Penalty: 523.441101 Iteration 19Q: 3 clusters Score -76417.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -76420.625000 Penalty: 523.441101 Iteration 20F: 3 clusters Score -76420.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -76422.835938 Penalty: 523.441101 Iteration 21Q: 3 clusters Score -76422.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -76425.585938 Penalty: 523.441101 Iteration 22Q: 3 clusters Score -76425.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -76431.015625 Penalty: 523.441101 Iteration 23Q: 3 clusters Score -76431.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -76434.140625 Penalty: 523.441101 Iteration 24Q: 3 clusters Score -76434.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -76435.664062 Penalty: 523.441101 Iteration 25Q: 3 clusters Score -76435.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -76436.734375 Penalty: 523.441101 Iteration 26Q: 3 clusters Score -76436.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -76438.156250 Penalty: 523.441101 Iteration 27Q: 3 clusters Score -76438.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -76441.734375 Penalty: 523.441101 Iteration 28Q: 3 clusters Score -76441.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -76444.781250 Penalty: 523.441101 Iteration 29Q: 3 clusters Score -76444.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -76448.476562 Penalty: 523.441101 Iteration 30Q: 3 clusters Score -76448.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -76452.578125 Penalty: 523.441101 Iteration 31Q: 3 clusters Score -76452.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -76457.617188 Penalty: 523.441101 Iteration 32Q: 3 clusters Score -76457.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -76462.851562 Penalty: 523.441101 Iteration 33Q: 3 clusters Score -76462.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -76467.023438 Penalty: 523.441101 Iteration 34Q: 3 clusters Score -76467.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -76470.570312 Penalty: 523.441101 Iteration 35Q: 3 clusters Score -76470.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -76475.945312 Penalty: 523.441101 Iteration 36Q: 3 clusters Score -76475.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -76479.210938 Penalty: 523.441101 Iteration 37Q: 3 clusters Score -76479.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -76484.179688 Penalty: 523.441101 Iteration 38Q: 3 clusters Score -76484.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -76490.718750 Penalty: 523.441101 Iteration 39Q: 3 clusters Score -76490.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -76499.820312 Penalty: 523.441101 Iteration 40F: 3 clusters Score -76499.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -76505.414062 Penalty: 523.441101 Iteration 41Q: 3 clusters Score -76505.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -76509.500000 Penalty: 523.441101 Iteration 42Q: 3 clusters Score -76509.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -76514.015625 Penalty: 523.441101 Iteration 43Q: 3 clusters Score -76514.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -76518.656250 Penalty: 523.441101 Iteration 44Q: 3 clusters Score -76518.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -76524.234375 Penalty: 523.441101 Iteration 45Q: 3 clusters Score -76524.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -76528.781250 Penalty: 523.441101 Iteration 46Q: 3 clusters Score -76528.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -76533.414062 Penalty: 523.441101 Iteration 47Q: 3 clusters Score -76533.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -76538.640625 Penalty: 523.441101 Iteration 48Q: 3 clusters Score -76538.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -76548.406250 Penalty: 523.441101 Iteration 49Q: 3 clusters Score -76548.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -76563.039062 Penalty: 523.441101 Iteration 50Q: 3 clusters Score -76563.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -76574.289062 Penalty: 523.441101 Iteration 51Q: 3 clusters Score -76574.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -76587.859375 Penalty: 523.441101 Iteration 52Q: 3 clusters Score -76587.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -76603.890625 Penalty: 523.441101 Iteration 53Q: 3 clusters Score -76603.89 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -76620.687500 Penalty: 523.441101 Iteration 54Q: 3 clusters Score -76620.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -76633.625000 Penalty: 523.441101 Iteration 55Q: 3 clusters Score -76633.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -76647.273438 Penalty: 523.441101 Iteration 56Q: 3 clusters Score -76647.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -76658.726562 Penalty: 523.441101 Iteration 57Q: 3 clusters Score -76658.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -76667.257812 Penalty: 523.441101 Iteration 58Q: 3 clusters Score -76667.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -76670.140625 Penalty: 523.441101 Iteration 59Q: 3 clusters Score -76670.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -76674.562500 Penalty: 523.441101 Iteration 60F: 3 clusters Score -76674.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -76684.992188 Penalty: 523.441101 Iteration 61Q: 3 clusters Score -76684.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -76696.156250 Penalty: 523.441101 Iteration 62Q: 3 clusters Score -76696.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -76715.906250 Penalty: 523.441101 Iteration 63Q: 3 clusters Score -76715.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -76733.023438 Penalty: 523.441101 Iteration 64Q: 3 clusters Score -76733.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -76750.398438 Penalty: 523.441101 Iteration 65Q: 3 clusters Score -76750.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -76756.703125 Penalty: 523.441101 Iteration 66Q: 3 clusters Score -76756.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -76757.164062 Penalty: 523.441101 Iteration 67Q: 3 clusters Score -76757.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -76757.960938 Penalty: 523.441101 Iteration 68Q: 3 clusters Score -76757.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -76758.343750 Penalty: 523.441101 Iteration 69Q: 3 clusters Score -76758.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -76758.929688 Penalty: 523.441101 Iteration 70Q: 3 clusters Score -76758.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -76758.929688 Penalty: 523.441101 Iteration 71F: 3 clusters Score -76758.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -78966.867188 Penalty: 257.405396 Iteration 0F: 2 clusters Score -78966.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -77276.890625 Penalty: 514.810791 Iteration 0F: 3 clusters Score -77276.89 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -77970.093750 Penalty: 514.810791 Iteration 1F: 3 clusters Score -77970.09 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -78151.710938 Penalty: 514.810791 Iteration 2F: 3 clusters Score -78151.71 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -78346.187500 Penalty: 514.810791 Iteration 3F: 3 clusters Score -78346.19 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -78658.343750 Penalty: 514.810791 Iteration 4F: 3 clusters Score -78658.34 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -79059.187500 Penalty: 514.810791 Iteration 5F: 3 clusters Score -79059.19 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -79362.054688 Penalty: 514.810791 Iteration 6Q: 3 clusters Score -79362.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -79498.265625 Penalty: 514.810791 Iteration 7Q: 3 clusters Score -79498.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -79521.390625 Penalty: 514.810791 Iteration 8Q: 3 clusters Score -79521.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -79521.390625 Penalty: 514.810791 Iteration 9F: 3 clusters Score -79521.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 6189 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 14927 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 1774 members Mstep: Class 35 contains 3943 members Mstep: Class 36 contains 5664 members Mstep: Class 37 contains 2715 members Mstep: Class 38 contains 258 members Mstep: Class 39 contains 2188 members Mstep: Class 40 contains 5006 members Mstep: Class 41 contains 19763 members Mstep: Class 42 contains 943 members Mstep: Class 43 contains 6283 members Mstep: Class 44 contains 617 members Mstep: Class 45 contains 253 members Mstep: Class 46 contains 335 members Mstep: Class 47 contains 15814 members Mstep: Class 48 contains 39943 members Mstep: Class 49 contains 667 members Entering Unmasked Estep Score: -8951133.000000 Penalty: 20495.111328 Splitting cluster 34 changes total score from -8933026.000000 to -8951133.000000 So it's getting split into cluster 49. Entering ConstructFrom: No free clusters, abandoning splitEntering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3841 members Mstep: Class 3 contains 13380 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1766 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 10615 members Mstep: Class 8 contains 332 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 926 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 14641 members Mstep: Class 13 contains 8298 members Mstep: Class 14 contains 4099 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 14319 members Mstep: Class 18 contains 17621 members Mstep: Class 19 contains 704 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 1113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24962 members Mstep: Class 24 contains 2109 members Mstep: Class 25 contains 1601 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 5502 members Mstep: Class 28 contains 6189 members Mstep: Class 29 contains 3028 members Mstep: Class 30 contains 14927 members Mstep: Class 31 contains 11466 members Mstep: Class 32 contains 12514 members Mstep: Class 33 contains 2782 members Mstep: Class 34 contains 1774 members Mstep: Class 35 contains 3943 members Entering Unmasked Estep ConsiderDeletion Score: -8956407.000000 Penalty: 20495.111328 Iteration 79Q: 50 clusters Score -8956407 nChanged 7668 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 4127 members Mstep: Class 3 contains 13913 members Mstep: Class 4 contains 1433 members Mstep: Class 5 contains 1761 members Mstep: Class 6 contains 2979 members Mstep: Class 7 contains 10925 members Mstep: Class 8 contains 349 members Mstep: Class 9 contains 3240 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 4051 members Mstep: Class 12 contains 14648 members Mstep: Class 13 contains 8369 members Mstep: Class 14 contains 4297 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 5281 members Mstep: Class 17 contains 14131 members Mstep: Class 18 contains 17025 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 9618 members Mstep: Class 21 contains 1622 members Mstep: Class 22 contains 66 members Mstep: Class 23 contains 25548 members Mstep: Class 24 contains 1940 members Mstep: Class 25 contains 1677 members Mstep: Class 26 contains 1700 members Mstep: Class 27 contains 4988 members Mstep: Class 28 contains 5729 members Mstep: Class 29 contains 3053 members Mstep: Class 30 contains 15277 members Mstep: Class 31 contains 11184 members Mstep: Class 32 contains 12584 members Mstep: Class 33 contains 2880 members Mstep: Class 34 contains 1853 members Mstep: Class 35 contains 3968 members Mstep: Class 36 contains 5578 members Mstep: Class 37 contains 2805 members Mstep: Class 38 contains 243 members Mstep: Class 39 contains 2171 members Mstep: Class 40 contains 4871 members Mstep: Class 41 contains 19647 members Mstep: Class 42 contains 957 members Mstep: Class 43 contains 5987 members Mstep: Class 44 contains 607 members Mstep: Class 45 contains 207 members Mstep: Class 46 contains 324 members Mstep: Class 47 contains 15638 members Mstep: Class 48 contains 39277 members Mstep: Class 49 contains 644 members Entering Unmasked Estep ConsiderDeletion Score: -8963661.000000 Penalty: 20495.111328 Iteration 80F: 50 clusters Score -8963661 nChanged 8984 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 13965 members Mstep: Class 4 contains 1298 members Mstep: Class 5 contains 1747 members Mstep: Class 6 contains 2939 members Mstep: Class 7 contains 10762 members Mstep: Class 8 contains 299 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1098 members Mstep: Class 11 contains 3734 members Mstep: Class 12 contains 14634 members Mstep: Class 13 contains 8279 members Mstep: Class 14 contains 4528 members Mstep: Class 15 contains 573 members Mstep: Class 16 contains 5189 members Mstep: Class 17 contains 13989 members Mstep: Class 18 contains 16116 members Mstep: Class 19 contains 700 members Mstep: Class 20 contains 9404 members Mstep: Class 21 contains 2113 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 24114 members Mstep: Class 24 contains 1831 members Mstep: Class 25 contains 1663 members Mstep: Class 26 contains 1690 members Mstep: Class 27 contains 4592 members Mstep: Class 28 contains 5578 members Mstep: Class 29 contains 3068 members Mstep: Class 30 contains 15424 members Mstep: Class 31 contains 10613 members Mstep: Class 32 contains 12552 members Mstep: Class 33 contains 2770 members Mstep: Class 34 contains 1981 members Mstep: Class 35 contains 3793 members Mstep: Class 36 contains 6453 members Mstep: Class 37 contains 3096 members Mstep: Class 38 contains 307 members Mstep: Class 39 contains 2270 members Mstep: Class 40 contains 5417 members Mstep: Class 41 contains 19912 members Mstep: Class 42 contains 1446 members Mstep: Class 43 contains 5852 members Mstep: Class 44 contains 623 members Mstep: Class 45 contains 197 members Mstep: Class 46 contains 342 members Mstep: Class 47 contains 16650 members Mstep: Class 48 contains 39691 members Mstep: Class 49 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -8968453.000000 Penalty: 20495.111328 Iteration 81Q: 50 clusters Score -8968453 nChanged 6407 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 4304 members Mstep: Class 3 contains 14028 members Mstep: Class 4 contains 1266 members Mstep: Class 5 contains 1722 members Mstep: Class 6 contains 2899 members Mstep: Class 7 contains 10625 members Mstep: Class 8 contains 280 members Mstep: Class 9 contains 3154 members Mstep: Class 10 contains 1141 members Mstep: Class 11 contains 3398 members Mstep: Class 12 contains 14627 members Mstep: Class 13 contains 8171 members Mstep: Class 14 contains 4754 members Mstep: Class 15 contains 547 members Mstep: Class 16 contains 5131 members Mstep: Class 17 contains 13898 members Mstep: Class 18 contains 15214 members Mstep: Class 19 contains 736 members Mstep: Class 20 contains 9269 members Mstep: Class 21 contains 2583 members Mstep: Class 22 contains 65 members Mstep: Class 23 contains 22957 members Mstep: Class 24 contains 1774 members Mstep: Class 25 contains 1684 members Mstep: Class 26 contains 1681 members Mstep: Class 27 contains 4305 members Mstep: Class 28 contains 5631 members Mstep: Class 29 contains 3081 members Mstep: Class 30 contains 15494 members Mstep: Class 31 contains 10104 members Mstep: Class 32 contains 12585 members Mstep: Class 33 contains 2703 members Mstep: Class 34 contains 2106 members Mstep: Class 35 contains 3734 members Mstep: Class 36 contains 7149 members Mstep: Class 37 contains 3206 members Mstep: Class 38 contains 366 members Mstep: Class 39 contains 2342 members Mstep: Class 40 contains 5812 members Mstep: Class 41 contains 20071 members Mstep: Class 42 contains 1962 members Mstep: Class 43 contains 5732 members Mstep: Class 44 contains 641 members Mstep: Class 45 contains 198 members Mstep: Class 46 contains 345 members Mstep: Class 47 contains 17262 members Mstep: Class 48 contains 39910 members Mstep: Class 49 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -8971633.000000 Penalty: 20495.111328 Iteration 82Q: 50 clusters Score -8971633 nChanged 5202 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 4391 members Mstep: Class 3 contains 14127 members Mstep: Class 4 contains 1257 members Mstep: Class 5 contains 1694 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 10536 members Mstep: Class 8 contains 275 members Mstep: Class 9 contains 3142 members Mstep: Class 10 contains 1176 members Mstep: Class 11 contains 3110 members Mstep: Class 12 contains 14620 members Mstep: Class 13 contains 8040 members Mstep: Class 14 contains 5070 members Mstep: Class 15 contains 526 members Mstep: Class 16 contains 5076 members Mstep: Class 17 contains 13838 members Mstep: Class 18 contains 14607 members Mstep: Class 19 contains 777 members Mstep: Class 20 contains 9170 members Mstep: Class 21 contains 2711 members Mstep: Class 22 contains 66 members Mstep: Class 23 contains 21982 members Mstep: Class 24 contains 1717 members Mstep: Class 25 contains 1719 members Mstep: Class 26 contains 1676 members Mstep: Class 27 contains 4114 members Mstep: Class 28 contains 5694 members Mstep: Class 29 contains 3085 members Mstep: Class 30 contains 15540 members Mstep: Class 31 contains 9647 members Mstep: Class 32 contains 12626 members Mstep: Class 33 contains 2651 members Mstep: Class 34 contains 2260 members Mstep: Class 35 contains 3679 members Mstep: Class 36 contains 7735 members Mstep: Class 37 contains 3266 members Mstep: Class 38 contains 406 members Mstep: Class 39 contains 2400 members Mstep: Class 40 contains 6119 members Mstep: Class 41 contains 20189 members Mstep: Class 42 contains 2397 members Mstep: Class 43 contains 5612 members Mstep: Class 44 contains 651 members Mstep: Class 45 contains 201 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 17700 members Mstep: Class 48 contains 40062 members Mstep: Class 49 contains 1082 members Entering Unmasked Estep ConsiderDeletion Score: -8973497.000000 Penalty: 20495.111328 Iteration 83Q: 50 clusters Score -8973497 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 4471 members Mstep: Class 3 contains 14175 members Mstep: Class 4 contains 1259 members Mstep: Class 5 contains 1676 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 10450 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 3137 members Mstep: Class 10 contains 1208 members Mstep: Class 11 contains 3005 members Mstep: Class 12 contains 14611 members Mstep: Class 13 contains 7917 members Mstep: Class 14 contains 5349 members Mstep: Class 15 contains 529 members Mstep: Class 16 contains 5039 members Mstep: Class 17 contains 13803 members Mstep: Class 18 contains 14103 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 9118 members Mstep: Class 21 contains 2740 members Mstep: Class 22 contains 66 members Mstep: Class 23 contains 21221 members Mstep: Class 24 contains 1679 members Mstep: Class 25 contains 1743 members Mstep: Class 26 contains 1670 members Mstep: Class 27 contains 3973 members Mstep: Class 28 contains 5694 members Mstep: Class 29 contains 3092 members Mstep: Class 30 contains 15558 members Mstep: Class 31 contains 9269 members Mstep: Class 32 contains 12676 members Mstep: Class 33 contains 2614 members Mstep: Class 34 contains 2423 members Mstep: Class 35 contains 3623 members Mstep: Class 36 contains 8171 members Mstep: Class 37 contains 3336 members Mstep: Class 38 contains 425 members Mstep: Class 39 contains 2445 members Mstep: Class 40 contains 6401 members Mstep: Class 41 contains 20264 members Mstep: Class 42 contains 2706 members Mstep: Class 43 contains 5496 members Mstep: Class 44 contains 660 members Mstep: Class 45 contains 202 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 18007 members Mstep: Class 48 contains 40177 members Mstep: Class 49 contains 1218 members Entering Unmasked Estep ConsiderDeletion Score: -8975199.000000 Penalty: 20495.111328 Iteration 84Q: 50 clusters Score -8975199 nChanged 3759 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 4555 members Mstep: Class 3 contains 14167 members Mstep: Class 4 contains 1267 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 2839 members Mstep: Class 7 contains 10357 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 3137 members Mstep: Class 10 contains 1227 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 14607 members Mstep: Class 13 contains 7817 members Mstep: Class 14 contains 5582 members Mstep: Class 15 contains 535 members Mstep: Class 16 contains 5007 members Mstep: Class 17 contains 13786 members Mstep: Class 18 contains 13644 members Mstep: Class 19 contains 837 members Mstep: Class 20 contains 9099 members Mstep: Class 21 contains 2764 members Mstep: Class 22 contains 66 members Mstep: Class 23 contains 20712 members Mstep: Class 24 contains 1638 members Mstep: Class 25 contains 1765 members Mstep: Class 26 contains 1666 members Mstep: Class 27 contains 3860 members Mstep: Class 28 contains 5513 members Mstep: Class 29 contains 3096 members Mstep: Class 30 contains 15564 members Mstep: Class 31 contains 8934 members Mstep: Class 32 contains 12715 members Mstep: Class 33 contains 2576 members Mstep: Class 34 contains 2587 members Mstep: Class 35 contains 3589 members Mstep: Class 36 contains 8384 members Mstep: Class 37 contains 3428 members Mstep: Class 38 contains 442 members Mstep: Class 39 contains 2481 members Mstep: Class 40 contains 6636 members Mstep: Class 41 contains 20317 members Mstep: Class 42 contains 2883 members Mstep: Class 43 contains 5410 members Mstep: Class 44 contains 670 members Mstep: Class 45 contains 196 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 18234 members Mstep: Class 48 contains 40238 members Mstep: Class 49 contains 1371 members Entering Unmasked Estep ConsiderDeletion Score: -8976949.000000 Penalty: 20495.111328 Iteration 85Q: 50 clusters Score -8976949 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 4626 members Mstep: Class 3 contains 14127 members Mstep: Class 4 contains 1264 members Mstep: Class 5 contains 1676 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 10239 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 3141 members Mstep: Class 10 contains 1242 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 14601 members Mstep: Class 13 contains 7717 members Mstep: Class 14 contains 5744 members Mstep: Class 15 contains 547 members Mstep: Class 16 contains 4981 members Mstep: Class 17 contains 13779 members Mstep: Class 18 contains 13183 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 9082 members Mstep: Class 21 contains 2775 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 20433 members Mstep: Class 24 contains 1588 members Mstep: Class 25 contains 1788 members Mstep: Class 26 contains 1661 members Mstep: Class 27 contains 3766 members Mstep: Class 28 contains 5368 members Mstep: Class 29 contains 3100 members Mstep: Class 30 contains 15564 members Mstep: Class 31 contains 8652 members Mstep: Class 32 contains 12759 members Mstep: Class 33 contains 2546 members Mstep: Class 34 contains 2775 members Mstep: Class 35 contains 3591 members Mstep: Class 36 contains 8392 members Mstep: Class 37 contains 3537 members Mstep: Class 38 contains 453 members Mstep: Class 39 contains 2511 members Mstep: Class 40 contains 6850 members Mstep: Class 41 contains 20345 members Mstep: Class 42 contains 2958 members Mstep: Class 43 contains 5353 members Mstep: Class 44 contains 677 members Mstep: Class 45 contains 195 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 18427 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 1533 members Entering Unmasked Estep ConsiderDeletion Score: -8978385.000000 Penalty: 20495.111328 Iteration 86Q: 50 clusters Score -8978385 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 4680 members Mstep: Class 3 contains 14074 members Mstep: Class 4 contains 1265 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 2869 members Mstep: Class 7 contains 10156 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 3143 members Mstep: Class 10 contains 1259 members Mstep: Class 11 contains 3659 members Mstep: Class 12 contains 14598 members Mstep: Class 13 contains 7619 members Mstep: Class 14 contains 5868 members Mstep: Class 15 contains 564 members Mstep: Class 16 contains 4954 members Mstep: Class 17 contains 13784 members Mstep: Class 18 contains 12749 members Mstep: Class 19 contains 895 members Mstep: Class 20 contains 9063 members Mstep: Class 21 contains 2768 members Mstep: Class 22 contains 67 members Mstep: Class 23 contains 20193 members Mstep: Class 24 contains 1551 members Mstep: Class 25 contains 1809 members Mstep: Class 26 contains 1658 members Mstep: Class 27 contains 3670 members Mstep: Class 28 contains 5360 members Mstep: Class 29 contains 3103 members Mstep: Class 30 contains 15554 members Mstep: Class 31 contains 8408 members Mstep: Class 32 contains 12812 members Mstep: Class 33 contains 2524 members Mstep: Class 34 contains 2964 members Mstep: Class 35 contains 3586 members Mstep: Class 36 contains 8401 members Mstep: Class 37 contains 3642 members Mstep: Class 38 contains 459 members Mstep: Class 39 contains 2536 members Mstep: Class 40 contains 7037 members Mstep: Class 41 contains 20362 members Mstep: Class 42 contains 2992 members Mstep: Class 43 contains 5308 members Mstep: Class 44 contains 687 members Mstep: Class 45 contains 198 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 18649 members Mstep: Class 48 contains 40261 members Mstep: Class 49 contains 1696 members Entering Unmasked Estep ConsiderDeletion Score: -8979148.000000 Penalty: 20495.111328 Iteration 87Q: 50 clusters Score -8979148 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 4731 members Mstep: Class 3 contains 14022 members Mstep: Class 4 contains 1273 members Mstep: Class 5 contains 1679 members Mstep: Class 6 contains 2889 members Mstep: Class 7 contains 10066 members Mstep: Class 8 contains 275 members Mstep: Class 9 contains 3145 members Mstep: Class 10 contains 1267 members Mstep: Class 11 contains 3701 members Mstep: Class 12 contains 14600 members Mstep: Class 13 contains 7532 members Mstep: Class 14 contains 5975 members Mstep: Class 15 contains 579 members Mstep: Class 16 contains 4937 members Mstep: Class 17 contains 13788 members Mstep: Class 18 contains 12327 members Mstep: Class 19 contains 897 members Mstep: Class 20 contains 9018 members Mstep: Class 21 contains 2755 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 19992 members Mstep: Class 24 contains 1519 members Mstep: Class 25 contains 1831 members Mstep: Class 26 contains 1656 members Mstep: Class 27 contains 3591 members Mstep: Class 28 contains 5384 members Mstep: Class 29 contains 3106 members Mstep: Class 30 contains 15532 members Mstep: Class 31 contains 8191 members Mstep: Class 32 contains 12852 members Mstep: Class 33 contains 2525 members Mstep: Class 34 contains 3163 members Mstep: Class 35 contains 3591 members Mstep: Class 36 contains 8430 members Mstep: Class 37 contains 3757 members Mstep: Class 38 contains 460 members Mstep: Class 39 contains 2551 members Mstep: Class 40 contains 7191 members Mstep: Class 41 contains 20364 members Mstep: Class 42 contains 3014 members Mstep: Class 43 contains 5284 members Mstep: Class 44 contains 690 members Mstep: Class 45 contains 201 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 18924 members Mstep: Class 48 contains 40247 members Mstep: Class 49 contains 1855 members Entering Unmasked Estep ConsiderDeletion Score: -8979551.000000 Penalty: 20495.111328 Iteration 88Q: 50 clusters Score -8979551 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 4761 members Mstep: Class 3 contains 13949 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 2894 members Mstep: Class 7 contains 10029 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 3146 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 3722 members Mstep: Class 12 contains 14595 members Mstep: Class 13 contains 7435 members Mstep: Class 14 contains 6069 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 4905 members Mstep: Class 17 contains 13792 members Mstep: Class 18 contains 11931 members Mstep: Class 19 contains 898 members Mstep: Class 20 contains 8957 members Mstep: Class 21 contains 2746 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19820 members Mstep: Class 24 contains 1504 members Mstep: Class 25 contains 1853 members Mstep: Class 26 contains 1655 members Mstep: Class 27 contains 3539 members Mstep: Class 28 contains 5424 members Mstep: Class 29 contains 3107 members Mstep: Class 30 contains 15523 members Mstep: Class 31 contains 8005 members Mstep: Class 32 contains 12904 members Mstep: Class 33 contains 2537 members Mstep: Class 34 contains 3372 members Mstep: Class 35 contains 3597 members Mstep: Class 36 contains 8417 members Mstep: Class 37 contains 3886 members Mstep: Class 38 contains 463 members Mstep: Class 39 contains 2563 members Mstep: Class 40 contains 7311 members Mstep: Class 41 contains 20363 members Mstep: Class 42 contains 3036 members Mstep: Class 43 contains 5277 members Mstep: Class 44 contains 691 members Mstep: Class 45 contains 204 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 19198 members Mstep: Class 48 contains 40235 members Mstep: Class 49 contains 1965 members Entering Unmasked Estep ConsiderDeletion Score: -8979887.000000 Penalty: 20495.111328 Iteration 89Q: 50 clusters Score -8979887 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 4786 members Mstep: Class 3 contains 13855 members Mstep: Class 4 contains 1297 members Mstep: Class 5 contains 1676 members Mstep: Class 6 contains 2899 members Mstep: Class 7 contains 9982 members Mstep: Class 8 contains 269 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3755 members Mstep: Class 12 contains 14596 members Mstep: Class 13 contains 7335 members Mstep: Class 14 contains 6165 members Mstep: Class 15 contains 624 members Mstep: Class 16 contains 4887 members Mstep: Class 17 contains 13791 members Mstep: Class 18 contains 11549 members Mstep: Class 19 contains 897 members Mstep: Class 20 contains 8909 members Mstep: Class 21 contains 2729 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19666 members Mstep: Class 24 contains 1493 members Mstep: Class 25 contains 1883 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3487 members Mstep: Class 28 contains 5405 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15504 members Mstep: Class 31 contains 7824 members Mstep: Class 32 contains 12952 members Mstep: Class 33 contains 2558 members Mstep: Class 34 contains 3599 members Mstep: Class 35 contains 3612 members Mstep: Class 36 contains 8412 members Mstep: Class 37 contains 4028 members Mstep: Class 38 contains 464 members Mstep: Class 39 contains 2561 members Mstep: Class 40 contains 7426 members Mstep: Class 41 contains 20348 members Mstep: Class 42 contains 3053 members Mstep: Class 43 contains 5264 members Mstep: Class 44 contains 695 members Mstep: Class 45 contains 204 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 19478 members Mstep: Class 48 contains 40231 members Mstep: Class 49 contains 2055 members Entering Unmasked Estep ConsiderDeletion Score: -8980189.000000 Penalty: 20495.111328 Iteration 90Q: 50 clusters Score -8980189 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4801 members Mstep: Class 3 contains 13791 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 1683 members Mstep: Class 6 contains 2895 members Mstep: Class 7 contains 9948 members Mstep: Class 8 contains 266 members Mstep: Class 9 contains 3147 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3785 members Mstep: Class 12 contains 14595 members Mstep: Class 13 contains 7227 members Mstep: Class 14 contains 6261 members Mstep: Class 15 contains 651 members Mstep: Class 16 contains 4880 members Mstep: Class 17 contains 13787 members Mstep: Class 18 contains 11163 members Mstep: Class 19 contains 902 members Mstep: Class 20 contains 8840 members Mstep: Class 21 contains 2712 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19530 members Mstep: Class 24 contains 1486 members Mstep: Class 25 contains 1912 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3444 members Mstep: Class 28 contains 5370 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15466 members Mstep: Class 31 contains 7640 members Mstep: Class 32 contains 13007 members Mstep: Class 33 contains 2578 members Mstep: Class 34 contains 3886 members Mstep: Class 35 contains 3616 members Mstep: Class 36 contains 8397 members Mstep: Class 37 contains 4156 members Mstep: Class 38 contains 469 members Mstep: Class 39 contains 2561 members Mstep: Class 40 contains 7549 members Mstep: Class 41 contains 20327 members Mstep: Class 42 contains 3060 members Mstep: Class 43 contains 5251 members Mstep: Class 44 contains 693 members Mstep: Class 45 contains 207 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 19766 members Mstep: Class 48 contains 40252 members Mstep: Class 49 contains 2104 members Entering Unmasked Estep ConsiderDeletion Score: -8980551.000000 Penalty: 20495.111328 Iteration 91Q: 50 clusters Score -8980551 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4803 members Mstep: Class 3 contains 13695 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 1690 members Mstep: Class 6 contains 2897 members Mstep: Class 7 contains 9921 members Mstep: Class 8 contains 265 members Mstep: Class 9 contains 3147 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3806 members Mstep: Class 12 contains 14590 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 6365 members Mstep: Class 15 contains 686 members Mstep: Class 16 contains 4879 members Mstep: Class 17 contains 13784 members Mstep: Class 18 contains 10781 members Mstep: Class 19 contains 904 members Mstep: Class 20 contains 8771 members Mstep: Class 21 contains 2693 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19412 members Mstep: Class 24 contains 1485 members Mstep: Class 25 contains 1932 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3412 members Mstep: Class 28 contains 5292 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15435 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 13082 members Mstep: Class 33 contains 2594 members Mstep: Class 34 contains 4212 members Mstep: Class 35 contains 3617 members Mstep: Class 36 contains 8381 members Mstep: Class 37 contains 4304 members Mstep: Class 38 contains 471 members Mstep: Class 39 contains 2553 members Mstep: Class 40 contains 7673 members Mstep: Class 41 contains 20301 members Mstep: Class 42 contains 3063 members Mstep: Class 43 contains 5230 members Mstep: Class 44 contains 688 members Mstep: Class 45 contains 211 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 20068 members Mstep: Class 48 contains 40251 members Mstep: Class 49 contains 2119 members Entering Unmasked Estep ConsiderDeletion Score: -8980993.000000 Penalty: 20495.111328 Iteration 92Q: 50 clusters Score -8980993 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 4795 members Mstep: Class 3 contains 13611 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 1691 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 264 members Mstep: Class 9 contains 3147 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3816 members Mstep: Class 12 contains 14581 members Mstep: Class 13 contains 7021 members Mstep: Class 14 contains 6454 members Mstep: Class 15 contains 731 members Mstep: Class 16 contains 4880 members Mstep: Class 17 contains 13784 members Mstep: Class 18 contains 10351 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 8726 members Mstep: Class 21 contains 2662 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19315 members Mstep: Class 24 contains 1481 members Mstep: Class 25 contains 1951 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3375 members Mstep: Class 28 contains 5211 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15423 members Mstep: Class 31 contains 7311 members Mstep: Class 32 contains 13150 members Mstep: Class 33 contains 2617 members Mstep: Class 34 contains 4571 members Mstep: Class 35 contains 3629 members Mstep: Class 36 contains 8373 members Mstep: Class 37 contains 4441 members Mstep: Class 38 contains 471 members Mstep: Class 39 contains 2539 members Mstep: Class 40 contains 7792 members Mstep: Class 41 contains 20251 members Mstep: Class 42 contains 3064 members Mstep: Class 43 contains 5228 members Mstep: Class 44 contains 685 members Mstep: Class 45 contains 213 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 20348 members Mstep: Class 48 contains 40270 members Mstep: Class 49 contains 2138 members Entering Unmasked Estep ConsiderDeletion Score: -8981440.000000 Penalty: 20495.111328 Iteration 93Q: 50 clusters Score -8981440 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 4773 members Mstep: Class 3 contains 13528 members Mstep: Class 4 contains 1306 members Mstep: Class 5 contains 1687 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 9882 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3145 members Mstep: Class 10 contains 1277 members Mstep: Class 11 contains 3821 members Mstep: Class 12 contains 14577 members Mstep: Class 13 contains 6930 members Mstep: Class 14 contains 6515 members Mstep: Class 15 contains 770 members Mstep: Class 16 contains 4874 members Mstep: Class 17 contains 13780 members Mstep: Class 18 contains 9954 members Mstep: Class 19 contains 909 members Mstep: Class 20 contains 8684 members Mstep: Class 21 contains 2629 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19217 members Mstep: Class 24 contains 1478 members Mstep: Class 25 contains 1967 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3347 members Mstep: Class 28 contains 5176 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15395 members Mstep: Class 31 contains 7193 members Mstep: Class 32 contains 13207 members Mstep: Class 33 contains 2638 members Mstep: Class 34 contains 4902 members Mstep: Class 35 contains 3647 members Mstep: Class 36 contains 8373 members Mstep: Class 37 contains 4580 members Mstep: Class 38 contains 473 members Mstep: Class 39 contains 2524 members Mstep: Class 40 contains 7892 members Mstep: Class 41 contains 20202 members Mstep: Class 42 contains 3073 members Mstep: Class 43 contains 5239 members Mstep: Class 44 contains 686 members Mstep: Class 45 contains 216 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 20578 members Mstep: Class 48 contains 40272 members Mstep: Class 49 contains 2160 members Entering Unmasked Estep ConsiderDeletion Score: -8981794.000000 Penalty: 20495.111328 Iteration 94Q: 50 clusters Score -8981794 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 4747 members Mstep: Class 3 contains 13440 members Mstep: Class 4 contains 1308 members Mstep: Class 5 contains 1686 members Mstep: Class 6 contains 2901 members Mstep: Class 7 contains 9873 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 3145 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 3831 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 6828 members Mstep: Class 14 contains 6562 members Mstep: Class 15 contains 811 members Mstep: Class 16 contains 4868 members Mstep: Class 17 contains 13794 members Mstep: Class 18 contains 9584 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 8645 members Mstep: Class 21 contains 2585 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19133 members Mstep: Class 24 contains 1475 members Mstep: Class 25 contains 1978 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3326 members Mstep: Class 28 contains 5158 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15376 members Mstep: Class 31 contains 7096 members Mstep: Class 32 contains 13298 members Mstep: Class 33 contains 2650 members Mstep: Class 34 contains 5213 members Mstep: Class 35 contains 3663 members Mstep: Class 36 contains 8368 members Mstep: Class 37 contains 4714 members Mstep: Class 38 contains 473 members Mstep: Class 39 contains 2510 members Mstep: Class 40 contains 7976 members Mstep: Class 41 contains 20146 members Mstep: Class 42 contains 3078 members Mstep: Class 43 contains 5259 members Mstep: Class 44 contains 687 members Mstep: Class 45 contains 221 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 20784 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2183 members Entering Unmasked Estep ConsiderDeletion Score: -8982096.000000 Penalty: 20495.111328 Iteration 95Q: 50 clusters Score -8982096 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 4725 members Mstep: Class 3 contains 13364 members Mstep: Class 4 contains 1316 members Mstep: Class 5 contains 1690 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 9870 members Mstep: Class 8 contains 259 members Mstep: Class 9 contains 3146 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 3839 members Mstep: Class 12 contains 14570 members Mstep: Class 13 contains 6738 members Mstep: Class 14 contains 6591 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 4865 members Mstep: Class 17 contains 13804 members Mstep: Class 18 contains 9264 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 8592 members Mstep: Class 21 contains 2542 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 19054 members Mstep: Class 24 contains 1474 members Mstep: Class 25 contains 1990 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3304 members Mstep: Class 28 contains 5160 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15355 members Mstep: Class 31 contains 7010 members Mstep: Class 32 contains 13374 members Mstep: Class 33 contains 2661 members Mstep: Class 34 contains 5470 members Mstep: Class 35 contains 3689 members Mstep: Class 36 contains 8353 members Mstep: Class 37 contains 4839 members Mstep: Class 38 contains 472 members Mstep: Class 39 contains 2493 members Mstep: Class 40 contains 8047 members Mstep: Class 41 contains 20098 members Mstep: Class 42 contains 3084 members Mstep: Class 43 contains 5280 members Mstep: Class 44 contains 689 members Mstep: Class 45 contains 227 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 20951 members Mstep: Class 48 contains 40246 members Mstep: Class 49 contains 2209 members Entering Unmasked Estep ConsiderDeletion Score: -8982398.000000 Penalty: 20495.111328 Iteration 96Q: 50 clusters Score -8982398 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 4709 members Mstep: Class 3 contains 13304 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 2897 members Mstep: Class 7 contains 9872 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 3142 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 3843 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 6659 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 909 members Mstep: Class 16 contains 4862 members Mstep: Class 17 contains 13814 members Mstep: Class 18 contains 9000 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 8577 members Mstep: Class 21 contains 2494 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 18998 members Mstep: Class 24 contains 1468 members Mstep: Class 25 contains 1997 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3280 members Mstep: Class 28 contains 5167 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15333 members Mstep: Class 31 contains 6935 members Mstep: Class 32 contains 13428 members Mstep: Class 33 contains 2658 members Mstep: Class 34 contains 5653 members Mstep: Class 35 contains 3718 members Mstep: Class 36 contains 8334 members Mstep: Class 37 contains 4972 members Mstep: Class 38 contains 471 members Mstep: Class 39 contains 2476 members Mstep: Class 40 contains 8115 members Mstep: Class 41 contains 20059 members Mstep: Class 42 contains 3084 members Mstep: Class 43 contains 5310 members Mstep: Class 44 contains 688 members Mstep: Class 45 contains 231 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21086 members Mstep: Class 48 contains 40248 members Mstep: Class 49 contains 2221 members Entering Unmasked Estep ConsiderDeletion Score: -8982623.000000 Penalty: 20495.111328 Iteration 97Q: 50 clusters Score -8982623 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 13231 members Mstep: Class 4 contains 1325 members Mstep: Class 5 contains 1680 members Mstep: Class 6 contains 2892 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 257 members Mstep: Class 9 contains 3142 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 3856 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 6576 members Mstep: Class 14 contains 6633 members Mstep: Class 15 contains 953 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13810 members Mstep: Class 18 contains 8793 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 8551 members Mstep: Class 21 contains 2465 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 18944 members Mstep: Class 24 contains 1469 members Mstep: Class 25 contains 2013 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3268 members Mstep: Class 28 contains 5189 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15315 members Mstep: Class 31 contains 6859 members Mstep: Class 32 contains 13485 members Mstep: Class 33 contains 2658 members Mstep: Class 34 contains 5780 members Mstep: Class 35 contains 3742 members Mstep: Class 36 contains 8312 members Mstep: Class 37 contains 5124 members Mstep: Class 38 contains 469 members Mstep: Class 39 contains 2456 members Mstep: Class 40 contains 8187 members Mstep: Class 41 contains 20009 members Mstep: Class 42 contains 3086 members Mstep: Class 43 contains 5317 members Mstep: Class 44 contains 684 members Mstep: Class 45 contains 236 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21204 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2233 members Entering Unmasked Estep ConsiderDeletion Score: -8982806.000000 Penalty: 20495.111328 Iteration 98Q: 50 clusters Score -8982806 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 4662 members Mstep: Class 3 contains 13157 members Mstep: Class 4 contains 1331 members Mstep: Class 5 contains 1681 members Mstep: Class 6 contains 2888 members Mstep: Class 7 contains 9848 members Mstep: Class 8 contains 257 members Mstep: Class 9 contains 3143 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 3857 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 6492 members Mstep: Class 14 contains 6663 members Mstep: Class 15 contains 989 members Mstep: Class 16 contains 4852 members Mstep: Class 17 contains 13803 members Mstep: Class 18 contains 8630 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2443 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 18901 members Mstep: Class 24 contains 1469 members Mstep: Class 25 contains 2023 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3256 members Mstep: Class 28 contains 5237 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15285 members Mstep: Class 31 contains 6782 members Mstep: Class 32 contains 13556 members Mstep: Class 33 contains 2669 members Mstep: Class 34 contains 5876 members Mstep: Class 35 contains 3764 members Mstep: Class 36 contains 8285 members Mstep: Class 37 contains 5286 members Mstep: Class 38 contains 469 members Mstep: Class 39 contains 2430 members Mstep: Class 40 contains 8248 members Mstep: Class 41 contains 19963 members Mstep: Class 42 contains 3090 members Mstep: Class 43 contains 5321 members Mstep: Class 44 contains 682 members Mstep: Class 45 contains 245 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21301 members Mstep: Class 48 contains 40263 members Mstep: Class 49 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -8983011.000000 Penalty: 20495.111328 Iteration 99Q: 50 clusters Score -8983011 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 4626 members Mstep: Class 3 contains 13059 members Mstep: Class 4 contains 1340 members Mstep: Class 5 contains 1679 members Mstep: Class 6 contains 2887 members Mstep: Class 7 contains 9837 members Mstep: Class 8 contains 256 members Mstep: Class 9 contains 3143 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 3865 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 6418 members Mstep: Class 14 contains 6685 members Mstep: Class 15 contains 1026 members Mstep: Class 16 contains 4840 members Mstep: Class 17 contains 13795 members Mstep: Class 18 contains 8503 members Mstep: Class 19 contains 921 members Mstep: Class 20 contains 8526 members Mstep: Class 21 contains 2428 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18856 members Mstep: Class 24 contains 1469 members Mstep: Class 25 contains 2029 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3240 members Mstep: Class 28 contains 5303 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15259 members Mstep: Class 31 contains 6719 members Mstep: Class 32 contains 13630 members Mstep: Class 33 contains 2665 members Mstep: Class 34 contains 5933 members Mstep: Class 35 contains 3781 members Mstep: Class 36 contains 8246 members Mstep: Class 37 contains 5485 members Mstep: Class 38 contains 470 members Mstep: Class 39 contains 2406 members Mstep: Class 40 contains 8299 members Mstep: Class 41 contains 19924 members Mstep: Class 42 contains 3089 members Mstep: Class 43 contains 5330 members Mstep: Class 44 contains 682 members Mstep: Class 45 contains 250 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21392 members Mstep: Class 48 contains 40265 members Mstep: Class 49 contains 2241 members Entering Unmasked Estep ConsiderDeletion Score: -8983314.000000 Penalty: 20495.111328 Iteration 100F: 50 clusters Score -8983314 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 4577 members Mstep: Class 3 contains 12981 members Mstep: Class 4 contains 1346 members Mstep: Class 5 contains 1679 members Mstep: Class 6 contains 2888 members Mstep: Class 7 contains 9817 members Mstep: Class 8 contains 255 members Mstep: Class 9 contains 3145 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 3869 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 6359 members Mstep: Class 14 contains 6704 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 4830 members Mstep: Class 17 contains 13780 members Mstep: Class 18 contains 8196 members Mstep: Class 19 contains 922 members Mstep: Class 20 contains 8511 members Mstep: Class 21 contains 2414 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18820 members Mstep: Class 24 contains 1470 members Mstep: Class 25 contains 2036 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3222 members Mstep: Class 28 contains 5407 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15233 members Mstep: Class 31 contains 6660 members Mstep: Class 32 contains 13680 members Mstep: Class 33 contains 2646 members Mstep: Class 34 contains 6018 members Mstep: Class 35 contains 3791 members Mstep: Class 36 contains 8206 members Mstep: Class 37 contains 5704 members Mstep: Class 38 contains 460 members Mstep: Class 39 contains 2386 members Mstep: Class 40 contains 8355 members Mstep: Class 41 contains 19888 members Mstep: Class 42 contains 3118 members Mstep: Class 43 contains 5344 members Mstep: Class 44 contains 681 members Mstep: Class 45 contains 259 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21460 members Mstep: Class 48 contains 40266 members Mstep: Class 49 contains 2368 members Entering Unmasked Estep ConsiderDeletion Score: -8983610.000000 Penalty: 20495.111328 Iteration 101Q: 50 clusters Score -8983610 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 4529 members Mstep: Class 3 contains 12935 members Mstep: Class 4 contains 1350 members Mstep: Class 5 contains 1683 members Mstep: Class 6 contains 2888 members Mstep: Class 7 contains 9811 members Mstep: Class 8 contains 254 members Mstep: Class 9 contains 3146 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 3873 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 6310 members Mstep: Class 14 contains 6736 members Mstep: Class 15 contains 1076 members Mstep: Class 16 contains 4819 members Mstep: Class 17 contains 13771 members Mstep: Class 18 contains 7934 members Mstep: Class 19 contains 924 members Mstep: Class 20 contains 8494 members Mstep: Class 21 contains 2400 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18789 members Mstep: Class 24 contains 1471 members Mstep: Class 25 contains 2038 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3206 members Mstep: Class 28 contains 5504 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 15195 members Mstep: Class 31 contains 6588 members Mstep: Class 32 contains 13730 members Mstep: Class 33 contains 2627 members Mstep: Class 34 contains 6092 members Mstep: Class 35 contains 3791 members Mstep: Class 36 contains 8172 members Mstep: Class 37 contains 5923 members Mstep: Class 38 contains 462 members Mstep: Class 39 contains 2369 members Mstep: Class 40 contains 8405 members Mstep: Class 41 contains 19863 members Mstep: Class 42 contains 3125 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 679 members Mstep: Class 45 contains 266 members Mstep: Class 46 contains 347 members Mstep: Class 47 contains 21520 members Mstep: Class 48 contains 40260 members Mstep: Class 49 contains 2439 members Entering Unmasked Estep ConsiderDeletion Score: -8983849.000000 Penalty: 20495.111328 Iteration 102Q: 50 clusters Score -8983849 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 4490 members Mstep: Class 3 contains 12842 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 1692 members Mstep: Class 6 contains 2887 members Mstep: Class 7 contains 9805 members Mstep: Class 8 contains 252 members Mstep: Class 9 contains 3149 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3877 members Mstep: Class 12 contains 14570 members Mstep: Class 13 contains 6256 members Mstep: Class 14 contains 6755 members Mstep: Class 15 contains 1109 members Mstep: Class 16 contains 4807 members Mstep: Class 17 contains 13769 members Mstep: Class 18 contains 7721 members Mstep: Class 19 contains 927 members Mstep: Class 20 contains 8479 members Mstep: Class 21 contains 2388 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18765 members Mstep: Class 24 contains 1474 members Mstep: Class 25 contains 2044 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3189 members Mstep: Class 28 contains 5592 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 15160 members Mstep: Class 31 contains 6523 members Mstep: Class 32 contains 13780 members Mstep: Class 33 contains 2601 members Mstep: Class 34 contains 6143 members Mstep: Class 35 contains 3789 members Mstep: Class 36 contains 8136 members Mstep: Class 37 contains 6162 members Mstep: Class 38 contains 462 members Mstep: Class 39 contains 2355 members Mstep: Class 40 contains 8460 members Mstep: Class 41 contains 19837 members Mstep: Class 42 contains 3134 members Mstep: Class 43 contains 5349 members Mstep: Class 44 contains 682 members Mstep: Class 45 contains 279 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 21567 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2501 members Entering Unmasked Estep ConsiderDeletion Score: -8984088.000000 Penalty: 20495.111328 Iteration 103Q: 50 clusters Score -8984088 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 4457 members Mstep: Class 3 contains 12707 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 1701 members Mstep: Class 6 contains 2887 members Mstep: Class 7 contains 9792 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 3149 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 3885 members Mstep: Class 12 contains 14569 members Mstep: Class 13 contains 6198 members Mstep: Class 14 contains 6766 members Mstep: Class 15 contains 1150 members Mstep: Class 16 contains 4793 members Mstep: Class 17 contains 13751 members Mstep: Class 18 contains 7567 members Mstep: Class 19 contains 930 members Mstep: Class 20 contains 8467 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18734 members Mstep: Class 24 contains 1476 members Mstep: Class 25 contains 2051 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3170 members Mstep: Class 28 contains 5672 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 15130 members Mstep: Class 31 contains 6470 members Mstep: Class 32 contains 13833 members Mstep: Class 33 contains 2573 members Mstep: Class 34 contains 6182 members Mstep: Class 35 contains 3788 members Mstep: Class 36 contains 8107 members Mstep: Class 37 contains 6409 members Mstep: Class 38 contains 467 members Mstep: Class 39 contains 2338 members Mstep: Class 40 contains 8513 members Mstep: Class 41 contains 19809 members Mstep: Class 42 contains 3141 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 686 members Mstep: Class 45 contains 287 members Mstep: Class 46 contains 345 members Mstep: Class 47 contains 21612 members Mstep: Class 48 contains 40253 members Mstep: Class 49 contains 2560 members Entering Unmasked Estep ConsiderDeletion Score: -8984281.000000 Penalty: 20495.111328 Iteration 104Q: 50 clusters Score -8984281 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4428 members Mstep: Class 3 contains 12495 members Mstep: Class 4 contains 1363 members Mstep: Class 5 contains 1709 members Mstep: Class 6 contains 2885 members Mstep: Class 7 contains 9775 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 3150 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3885 members Mstep: Class 12 contains 14568 members Mstep: Class 13 contains 6150 members Mstep: Class 14 contains 6780 members Mstep: Class 15 contains 1190 members Mstep: Class 16 contains 4786 members Mstep: Class 17 contains 13733 members Mstep: Class 18 contains 7469 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 8465 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18719 members Mstep: Class 24 contains 1473 members Mstep: Class 25 contains 2059 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 3148 members Mstep: Class 28 contains 5739 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 15112 members Mstep: Class 31 contains 6419 members Mstep: Class 32 contains 13870 members Mstep: Class 33 contains 2524 members Mstep: Class 34 contains 6206 members Mstep: Class 35 contains 3786 members Mstep: Class 36 contains 8087 members Mstep: Class 37 contains 6673 members Mstep: Class 38 contains 474 members Mstep: Class 39 contains 2327 members Mstep: Class 40 contains 8574 members Mstep: Class 41 contains 19784 members Mstep: Class 42 contains 3149 members Mstep: Class 43 contains 5355 members Mstep: Class 44 contains 688 members Mstep: Class 45 contains 292 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21643 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2620 members Entering Unmasked Estep ConsiderDeletion Score: -8984437.000000 Penalty: 20495.111328 Iteration 105Q: 50 clusters Score -8984437 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 4404 members Mstep: Class 3 contains 12293 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 1723 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9762 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 3151 members Mstep: Class 10 contains 1266 members Mstep: Class 11 contains 3882 members Mstep: Class 12 contains 14566 members Mstep: Class 13 contains 6110 members Mstep: Class 14 contains 6787 members Mstep: Class 15 contains 1222 members Mstep: Class 16 contains 4775 members Mstep: Class 17 contains 13718 members Mstep: Class 18 contains 7400 members Mstep: Class 19 contains 934 members Mstep: Class 20 contains 8463 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18705 members Mstep: Class 24 contains 1468 members Mstep: Class 25 contains 2070 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3130 members Mstep: Class 28 contains 5802 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15096 members Mstep: Class 31 contains 6381 members Mstep: Class 32 contains 13894 members Mstep: Class 33 contains 2481 members Mstep: Class 34 contains 6220 members Mstep: Class 35 contains 3785 members Mstep: Class 36 contains 8059 members Mstep: Class 37 contains 6924 members Mstep: Class 38 contains 481 members Mstep: Class 39 contains 2316 members Mstep: Class 40 contains 8637 members Mstep: Class 41 contains 19762 members Mstep: Class 42 contains 3157 members Mstep: Class 43 contains 5354 members Mstep: Class 44 contains 689 members Mstep: Class 45 contains 298 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21662 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2671 members Entering Unmasked Estep ConsiderDeletion Score: -8984592.000000 Penalty: 20495.111328 Iteration 106Q: 50 clusters Score -8984592 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4391 members Mstep: Class 3 contains 12043 members Mstep: Class 4 contains 1368 members Mstep: Class 5 contains 1743 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9745 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 3151 members Mstep: Class 10 contains 1266 members Mstep: Class 11 contains 3874 members Mstep: Class 12 contains 14567 members Mstep: Class 13 contains 6081 members Mstep: Class 14 contains 6797 members Mstep: Class 15 contains 1247 members Mstep: Class 16 contains 4771 members Mstep: Class 17 contains 13706 members Mstep: Class 18 contains 7345 members Mstep: Class 19 contains 939 members Mstep: Class 20 contains 8466 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18687 members Mstep: Class 24 contains 1465 members Mstep: Class 25 contains 2079 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3115 members Mstep: Class 28 contains 5868 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15087 members Mstep: Class 31 contains 6346 members Mstep: Class 32 contains 13914 members Mstep: Class 33 contains 2448 members Mstep: Class 34 contains 6228 members Mstep: Class 35 contains 3778 members Mstep: Class 36 contains 8020 members Mstep: Class 37 contains 7182 members Mstep: Class 38 contains 489 members Mstep: Class 39 contains 2308 members Mstep: Class 40 contains 8704 members Mstep: Class 41 contains 19731 members Mstep: Class 42 contains 3161 members Mstep: Class 43 contains 5356 members Mstep: Class 44 contains 690 members Mstep: Class 45 contains 308 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21679 members Mstep: Class 48 contains 40261 members Mstep: Class 49 contains 2725 members Entering Unmasked Estep ConsiderDeletion Score: -8984752.000000 Penalty: 20495.111328 Iteration 107Q: 50 clusters Score -8984752 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 4371 members Mstep: Class 3 contains 11811 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 1761 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9739 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 3153 members Mstep: Class 10 contains 1267 members Mstep: Class 11 contains 3870 members Mstep: Class 12 contains 14569 members Mstep: Class 13 contains 6051 members Mstep: Class 14 contains 6799 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 4767 members Mstep: Class 17 contains 13684 members Mstep: Class 18 contains 7309 members Mstep: Class 19 contains 941 members Mstep: Class 20 contains 8469 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18669 members Mstep: Class 24 contains 1468 members Mstep: Class 25 contains 2089 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3100 members Mstep: Class 28 contains 5939 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15065 members Mstep: Class 31 contains 6313 members Mstep: Class 32 contains 13937 members Mstep: Class 33 contains 2423 members Mstep: Class 34 contains 6241 members Mstep: Class 35 contains 3778 members Mstep: Class 36 contains 7986 members Mstep: Class 37 contains 7403 members Mstep: Class 38 contains 499 members Mstep: Class 39 contains 2304 members Mstep: Class 40 contains 8778 members Mstep: Class 41 contains 19715 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5359 members Mstep: Class 44 contains 690 members Mstep: Class 45 contains 318 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21688 members Mstep: Class 48 contains 40252 members Mstep: Class 49 contains 2756 members Entering Unmasked Estep ConsiderDeletion Score: -8984846.000000 Penalty: 20495.111328 Iteration 108Q: 50 clusters Score -8984846 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 4356 members Mstep: Class 3 contains 11603 members Mstep: Class 4 contains 1374 members Mstep: Class 5 contains 1774 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9724 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 3151 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 3865 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 6026 members Mstep: Class 14 contains 6803 members Mstep: Class 15 contains 1282 members Mstep: Class 16 contains 4766 members Mstep: Class 17 contains 13667 members Mstep: Class 18 contains 7288 members Mstep: Class 19 contains 942 members Mstep: Class 20 contains 8472 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18660 members Mstep: Class 24 contains 1466 members Mstep: Class 25 contains 2101 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 6005 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15056 members Mstep: Class 31 contains 6284 members Mstep: Class 32 contains 13956 members Mstep: Class 33 contains 2391 members Mstep: Class 34 contains 6253 members Mstep: Class 35 contains 3772 members Mstep: Class 36 contains 7961 members Mstep: Class 37 contains 7611 members Mstep: Class 38 contains 507 members Mstep: Class 39 contains 2298 members Mstep: Class 40 contains 8847 members Mstep: Class 41 contains 19692 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5360 members Mstep: Class 44 contains 690 members Mstep: Class 45 contains 323 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21690 members Mstep: Class 48 contains 40237 members Mstep: Class 49 contains 2786 members Entering Unmasked Estep ConsiderDeletion Score: -8984985.000000 Penalty: 20495.111328 Iteration 109Q: 50 clusters Score -8984985 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 11423 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 1786 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9723 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 3152 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 3861 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5998 members Mstep: Class 14 contains 6814 members Mstep: Class 15 contains 1304 members Mstep: Class 16 contains 4765 members Mstep: Class 17 contains 13652 members Mstep: Class 18 contains 7261 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 8473 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18658 members Mstep: Class 24 contains 1459 members Mstep: Class 25 contains 2110 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3069 members Mstep: Class 28 contains 6069 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15037 members Mstep: Class 31 contains 6255 members Mstep: Class 32 contains 13984 members Mstep: Class 33 contains 2377 members Mstep: Class 34 contains 6272 members Mstep: Class 35 contains 3772 members Mstep: Class 36 contains 7931 members Mstep: Class 37 contains 7776 members Mstep: Class 38 contains 512 members Mstep: Class 39 contains 2292 members Mstep: Class 40 contains 8916 members Mstep: Class 41 contains 19665 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5357 members Mstep: Class 44 contains 691 members Mstep: Class 45 contains 334 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21686 members Mstep: Class 48 contains 40227 members Mstep: Class 49 contains 2800 members Entering Unmasked Estep ConsiderDeletion Score: -8985100.000000 Penalty: 20495.111328 Iteration 110Q: 50 clusters Score -8985100 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 4324 members Mstep: Class 3 contains 11257 members Mstep: Class 4 contains 1383 members Mstep: Class 5 contains 1791 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9721 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 3152 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 3864 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5973 members Mstep: Class 14 contains 6823 members Mstep: Class 15 contains 1322 members Mstep: Class 16 contains 4764 members Mstep: Class 17 contains 13627 members Mstep: Class 18 contains 7226 members Mstep: Class 19 contains 945 members Mstep: Class 20 contains 8478 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18660 members Mstep: Class 24 contains 1453 members Mstep: Class 25 contains 2120 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3058 members Mstep: Class 28 contains 6101 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15028 members Mstep: Class 31 contains 6225 members Mstep: Class 32 contains 14003 members Mstep: Class 33 contains 2369 members Mstep: Class 34 contains 6296 members Mstep: Class 35 contains 3773 members Mstep: Class 36 contains 7912 members Mstep: Class 37 contains 7926 members Mstep: Class 38 contains 524 members Mstep: Class 39 contains 2283 members Mstep: Class 40 contains 8979 members Mstep: Class 41 contains 19649 members Mstep: Class 42 contains 3165 members Mstep: Class 43 contains 5358 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 343 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21679 members Mstep: Class 48 contains 40224 members Mstep: Class 49 contains 2808 members Entering Unmasked Estep ConsiderDeletion Score: -8985214.000000 Penalty: 20495.111328 Iteration 111Q: 50 clusters Score -8985214 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 4320 members Mstep: Class 3 contains 11087 members Mstep: Class 4 contains 1386 members Mstep: Class 5 contains 1800 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9730 members Mstep: Class 8 contains 243 members Mstep: Class 9 contains 3152 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 3858 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5957 members Mstep: Class 14 contains 6828 members Mstep: Class 15 contains 1336 members Mstep: Class 16 contains 4755 members Mstep: Class 17 contains 13616 members Mstep: Class 18 contains 7200 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 8480 members Mstep: Class 21 contains 2385 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18663 members Mstep: Class 24 contains 1454 members Mstep: Class 25 contains 2130 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3048 members Mstep: Class 28 contains 6126 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15014 members Mstep: Class 31 contains 6200 members Mstep: Class 32 contains 14015 members Mstep: Class 33 contains 2357 members Mstep: Class 34 contains 6316 members Mstep: Class 35 contains 3777 members Mstep: Class 36 contains 7900 members Mstep: Class 37 contains 8063 members Mstep: Class 38 contains 542 members Mstep: Class 39 contains 2280 members Mstep: Class 40 contains 9048 members Mstep: Class 41 contains 19633 members Mstep: Class 42 contains 3166 members Mstep: Class 43 contains 5354 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 345 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21666 members Mstep: Class 48 contains 40220 members Mstep: Class 49 contains 2818 members Entering Unmasked Estep ConsiderDeletion Score: -8985270.000000 Penalty: 20495.111328 Iteration 112Q: 50 clusters Score -8985270 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4315 members Mstep: Class 3 contains 10915 members Mstep: Class 4 contains 1387 members Mstep: Class 5 contains 1808 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9734 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 3153 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 3847 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5943 members Mstep: Class 14 contains 6838 members Mstep: Class 15 contains 1352 members Mstep: Class 16 contains 4740 members Mstep: Class 17 contains 13612 members Mstep: Class 18 contains 7168 members Mstep: Class 19 contains 947 members Mstep: Class 20 contains 8484 members Mstep: Class 21 contains 2385 members Mstep: Class 22 contains 68 members Mstep: Class 23 contains 18668 members Mstep: Class 24 contains 1449 members Mstep: Class 25 contains 2139 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3038 members Mstep: Class 28 contains 6148 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15005 members Mstep: Class 31 contains 6174 members Mstep: Class 32 contains 14030 members Mstep: Class 33 contains 2350 members Mstep: Class 34 contains 6335 members Mstep: Class 35 contains 3787 members Mstep: Class 36 contains 7887 members Mstep: Class 37 contains 8194 members Mstep: Class 38 contains 557 members Mstep: Class 39 contains 2275 members Mstep: Class 40 contains 9116 members Mstep: Class 41 contains 19623 members Mstep: Class 42 contains 3167 members Mstep: Class 43 contains 5355 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 349 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21658 members Mstep: Class 48 contains 40217 members Mstep: Class 49 contains 2826 members Entering Unmasked Estep ConsiderDeletion Score: -8985330.000000 Penalty: 20495.111328 Iteration 113Q: 50 clusters Score -8985330 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 4317 members Mstep: Class 3 contains 10745 members Mstep: Class 4 contains 1390 members Mstep: Class 5 contains 1814 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9735 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3154 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5928 members Mstep: Class 14 contains 6848 members Mstep: Class 15 contains 1366 members Mstep: Class 16 contains 4741 members Mstep: Class 17 contains 13598 members Mstep: Class 18 contains 7148 members Mstep: Class 19 contains 948 members Mstep: Class 20 contains 8481 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 69 members Mstep: Class 23 contains 18671 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2141 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3027 members Mstep: Class 28 contains 6165 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14988 members Mstep: Class 31 contains 6166 members Mstep: Class 32 contains 14041 members Mstep: Class 33 contains 2340 members Mstep: Class 34 contains 6351 members Mstep: Class 35 contains 3792 members Mstep: Class 36 contains 7877 members Mstep: Class 37 contains 8323 members Mstep: Class 38 contains 566 members Mstep: Class 39 contains 2268 members Mstep: Class 40 contains 9181 members Mstep: Class 41 contains 19613 members Mstep: Class 42 contains 3170 members Mstep: Class 43 contains 5356 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 351 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21655 members Mstep: Class 48 contains 40218 members Mstep: Class 49 contains 2833 members Entering Unmasked Estep ConsiderDeletion Score: -8985428.000000 Penalty: 20495.111328 Iteration 114Q: 50 clusters Score -8985428 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 4321 members Mstep: Class 3 contains 10562 members Mstep: Class 4 contains 1388 members Mstep: Class 5 contains 1820 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9736 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3154 members Mstep: Class 10 contains 1276 members Mstep: Class 11 contains 3834 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5911 members Mstep: Class 14 contains 6855 members Mstep: Class 15 contains 1376 members Mstep: Class 16 contains 4747 members Mstep: Class 17 contains 13593 members Mstep: Class 18 contains 7122 members Mstep: Class 19 contains 951 members Mstep: Class 20 contains 8487 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18664 members Mstep: Class 24 contains 1449 members Mstep: Class 25 contains 2148 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3019 members Mstep: Class 28 contains 6178 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14978 members Mstep: Class 31 contains 6161 members Mstep: Class 32 contains 14049 members Mstep: Class 33 contains 2333 members Mstep: Class 34 contains 6367 members Mstep: Class 35 contains 3805 members Mstep: Class 36 contains 7871 members Mstep: Class 37 contains 8438 members Mstep: Class 38 contains 570 members Mstep: Class 39 contains 2270 members Mstep: Class 40 contains 9250 members Mstep: Class 41 contains 19599 members Mstep: Class 42 contains 3171 members Mstep: Class 43 contains 5352 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 355 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21650 members Mstep: Class 48 contains 40221 members Mstep: Class 49 contains 2842 members Entering Unmasked Estep ConsiderDeletion Score: -8985488.000000 Penalty: 20495.111328 Iteration 115Q: 50 clusters Score -8985488 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 4324 members Mstep: Class 3 contains 10397 members Mstep: Class 4 contains 1391 members Mstep: Class 5 contains 1824 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9739 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3154 members Mstep: Class 10 contains 1276 members Mstep: Class 11 contains 3827 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5890 members Mstep: Class 14 contains 6859 members Mstep: Class 15 contains 1383 members Mstep: Class 16 contains 4746 members Mstep: Class 17 contains 13588 members Mstep: Class 18 contains 7107 members Mstep: Class 19 contains 952 members Mstep: Class 20 contains 8492 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18663 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3013 members Mstep: Class 28 contains 6189 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14968 members Mstep: Class 31 contains 6153 members Mstep: Class 32 contains 14053 members Mstep: Class 33 contains 2328 members Mstep: Class 34 contains 6377 members Mstep: Class 35 contains 3821 members Mstep: Class 36 contains 7868 members Mstep: Class 37 contains 8535 members Mstep: Class 38 contains 576 members Mstep: Class 39 contains 2274 members Mstep: Class 40 contains 9319 members Mstep: Class 41 contains 19587 members Mstep: Class 42 contains 3171 members Mstep: Class 43 contains 5351 members Mstep: Class 44 contains 691 members Mstep: Class 45 contains 357 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21642 members Mstep: Class 48 contains 40231 members Mstep: Class 49 contains 2852 members Entering Unmasked Estep ConsiderDeletion Score: -8985513.000000 Penalty: 20495.111328 Iteration 116Q: 50 clusters Score -8985513 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 4324 members Mstep: Class 3 contains 10230 members Mstep: Class 4 contains 1397 members Mstep: Class 5 contains 1829 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9740 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3156 members Mstep: Class 10 contains 1276 members Mstep: Class 11 contains 3813 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5876 members Mstep: Class 14 contains 6866 members Mstep: Class 15 contains 1392 members Mstep: Class 16 contains 4746 members Mstep: Class 17 contains 13585 members Mstep: Class 18 contains 7097 members Mstep: Class 19 contains 955 members Mstep: Class 20 contains 8495 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18657 members Mstep: Class 24 contains 1449 members Mstep: Class 25 contains 2159 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 3000 members Mstep: Class 28 contains 6202 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14962 members Mstep: Class 31 contains 6138 members Mstep: Class 32 contains 14059 members Mstep: Class 33 contains 2322 members Mstep: Class 34 contains 6379 members Mstep: Class 35 contains 3836 members Mstep: Class 36 contains 7864 members Mstep: Class 37 contains 8613 members Mstep: Class 38 contains 588 members Mstep: Class 39 contains 2278 members Mstep: Class 40 contains 9403 members Mstep: Class 41 contains 19573 members Mstep: Class 42 contains 3174 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 361 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21634 members Mstep: Class 48 contains 40239 members Mstep: Class 49 contains 2860 members Entering Unmasked Estep ConsiderDeletion Score: -8985545.000000 Penalty: 20495.111328 Iteration 117Q: 50 clusters Score -8985545 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 4328 members Mstep: Class 3 contains 10081 members Mstep: Class 4 contains 1402 members Mstep: Class 5 contains 1833 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9751 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3156 members Mstep: Class 10 contains 1277 members Mstep: Class 11 contains 3800 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5863 members Mstep: Class 14 contains 6871 members Mstep: Class 15 contains 1398 members Mstep: Class 16 contains 4746 members Mstep: Class 17 contains 13582 members Mstep: Class 18 contains 7091 members Mstep: Class 19 contains 957 members Mstep: Class 20 contains 8498 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18660 members Mstep: Class 24 contains 1450 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2987 members Mstep: Class 28 contains 6209 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14955 members Mstep: Class 31 contains 6125 members Mstep: Class 32 contains 14068 members Mstep: Class 33 contains 2313 members Mstep: Class 34 contains 6388 members Mstep: Class 35 contains 3846 members Mstep: Class 36 contains 7857 members Mstep: Class 37 contains 8672 members Mstep: Class 38 contains 598 members Mstep: Class 39 contains 2282 members Mstep: Class 40 contains 9493 members Mstep: Class 41 contains 19563 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5345 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 363 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21629 members Mstep: Class 48 contains 40234 members Mstep: Class 49 contains 2867 members Entering Unmasked Estep ConsiderDeletion Score: -8985539.000000 Penalty: 20495.111328 Iteration 118Q: 50 clusters Score -8985539 nChanged 376 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 4328 members Mstep: Class 3 contains 9948 members Mstep: Class 4 contains 1407 members Mstep: Class 5 contains 1837 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9765 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3157 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3788 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5852 members Mstep: Class 14 contains 6874 members Mstep: Class 15 contains 1407 members Mstep: Class 16 contains 4743 members Mstep: Class 17 contains 13585 members Mstep: Class 18 contains 7082 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 8497 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18658 members Mstep: Class 24 contains 1453 members Mstep: Class 25 contains 2162 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2975 members Mstep: Class 28 contains 6212 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14948 members Mstep: Class 31 contains 6123 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2306 members Mstep: Class 34 contains 6396 members Mstep: Class 35 contains 3861 members Mstep: Class 36 contains 7855 members Mstep: Class 37 contains 8716 members Mstep: Class 38 contains 606 members Mstep: Class 39 contains 2286 members Mstep: Class 40 contains 9567 members Mstep: Class 41 contains 19555 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5341 members Mstep: Class 44 contains 695 members Mstep: Class 45 contains 369 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21629 members Mstep: Class 48 contains 40232 members Mstep: Class 49 contains 2868 members Entering Unmasked Estep ConsiderDeletion Score: -8985581.000000 Penalty: 20495.111328 Iteration 119Q: 50 clusters Score -8985581 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 4329 members Mstep: Class 3 contains 9825 members Mstep: Class 4 contains 1412 members Mstep: Class 5 contains 1839 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9778 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5849 members Mstep: Class 14 contains 6868 members Mstep: Class 15 contains 1414 members Mstep: Class 16 contains 4741 members Mstep: Class 17 contains 13582 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 8500 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18658 members Mstep: Class 24 contains 1454 members Mstep: Class 25 contains 2163 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2961 members Mstep: Class 28 contains 6213 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14943 members Mstep: Class 31 contains 6121 members Mstep: Class 32 contains 14083 members Mstep: Class 33 contains 2299 members Mstep: Class 34 contains 6410 members Mstep: Class 35 contains 3874 members Mstep: Class 36 contains 7855 members Mstep: Class 37 contains 8748 members Mstep: Class 38 contains 613 members Mstep: Class 39 contains 2289 members Mstep: Class 40 contains 9647 members Mstep: Class 41 contains 19549 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5340 members Mstep: Class 44 contains 696 members Mstep: Class 45 contains 373 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21624 members Mstep: Class 48 contains 40231 members Mstep: Class 49 contains 2871 members Entering Unmasked Estep ConsiderDeletion Score: -8985632.000000 Penalty: 20495.111328 Iteration 120F: 50 clusters Score -8985632 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 9713 members Mstep: Class 4 contains 1415 members Mstep: Class 5 contains 1841 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9782 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 1279 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5842 members Mstep: Class 14 contains 6862 members Mstep: Class 15 contains 1419 members Mstep: Class 16 contains 4734 members Mstep: Class 17 contains 13581 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 8506 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18661 members Mstep: Class 24 contains 1455 members Mstep: Class 25 contains 2169 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2952 members Mstep: Class 28 contains 6215 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14946 members Mstep: Class 31 contains 6123 members Mstep: Class 32 contains 14082 members Mstep: Class 33 contains 2280 members Mstep: Class 34 contains 6414 members Mstep: Class 35 contains 3887 members Mstep: Class 36 contains 7856 members Mstep: Class 37 contains 8765 members Mstep: Class 38 contains 624 members Mstep: Class 39 contains 2299 members Mstep: Class 40 contains 9713 members Mstep: Class 41 contains 19537 members Mstep: Class 42 contains 3176 members Mstep: Class 43 contains 5345 members Mstep: Class 44 contains 695 members Mstep: Class 45 contains 374 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21613 members Mstep: Class 48 contains 40232 members Mstep: Class 49 contains 2895 members Entering Unmasked Estep ConsiderDeletion Score: -8985681.000000 Penalty: 20495.111328 Iteration 121Q: 50 clusters Score -8985681 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 9594 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9788 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 1280 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5837 members Mstep: Class 14 contains 6860 members Mstep: Class 15 contains 1423 members Mstep: Class 16 contains 4732 members Mstep: Class 17 contains 13580 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8508 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18670 members Mstep: Class 24 contains 1456 members Mstep: Class 25 contains 2175 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2947 members Mstep: Class 28 contains 6217 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14955 members Mstep: Class 31 contains 6118 members Mstep: Class 32 contains 14082 members Mstep: Class 33 contains 2265 members Mstep: Class 34 contains 6418 members Mstep: Class 35 contains 3902 members Mstep: Class 36 contains 7856 members Mstep: Class 37 contains 8797 members Mstep: Class 38 contains 631 members Mstep: Class 39 contains 2309 members Mstep: Class 40 contains 9769 members Mstep: Class 41 contains 19514 members Mstep: Class 42 contains 3174 members Mstep: Class 43 contains 5346 members Mstep: Class 44 contains 695 members Mstep: Class 45 contains 375 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21609 members Mstep: Class 48 contains 40231 members Mstep: Class 49 contains 2920 members Entering Unmasked Estep ConsiderDeletion Score: -8985751.000000 Penalty: 20495.111328 Iteration 122Q: 50 clusters Score -8985751 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 9475 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9788 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3783 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5832 members Mstep: Class 14 contains 6860 members Mstep: Class 15 contains 1429 members Mstep: Class 16 contains 4728 members Mstep: Class 17 contains 13575 members Mstep: Class 18 contains 7071 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8513 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18680 members Mstep: Class 24 contains 1456 members Mstep: Class 25 contains 2176 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2943 members Mstep: Class 28 contains 6218 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14954 members Mstep: Class 31 contains 6111 members Mstep: Class 32 contains 14087 members Mstep: Class 33 contains 2252 members Mstep: Class 34 contains 6422 members Mstep: Class 35 contains 3911 members Mstep: Class 36 contains 7857 members Mstep: Class 37 contains 8844 members Mstep: Class 38 contains 642 members Mstep: Class 39 contains 2318 members Mstep: Class 40 contains 9822 members Mstep: Class 41 contains 19494 members Mstep: Class 42 contains 3174 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 694 members Mstep: Class 45 contains 377 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21607 members Mstep: Class 48 contains 40232 members Mstep: Class 49 contains 2937 members Entering Unmasked Estep ConsiderDeletion Score: -8985779.000000 Penalty: 20495.111328 Iteration 123Q: 50 clusters Score -8985779 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 9361 members Mstep: Class 4 contains 1413 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9787 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3158 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3783 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5827 members Mstep: Class 14 contains 6857 members Mstep: Class 15 contains 1436 members Mstep: Class 16 contains 4735 members Mstep: Class 17 contains 13567 members Mstep: Class 18 contains 7076 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8517 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18688 members Mstep: Class 24 contains 1457 members Mstep: Class 25 contains 2177 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2941 members Mstep: Class 28 contains 6218 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14956 members Mstep: Class 31 contains 6099 members Mstep: Class 32 contains 14089 members Mstep: Class 33 contains 2240 members Mstep: Class 34 contains 6422 members Mstep: Class 35 contains 3916 members Mstep: Class 36 contains 7857 members Mstep: Class 37 contains 8890 members Mstep: Class 38 contains 651 members Mstep: Class 39 contains 2329 members Mstep: Class 40 contains 9881 members Mstep: Class 41 contains 19472 members Mstep: Class 42 contains 3174 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 380 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21604 members Mstep: Class 48 contains 40233 members Mstep: Class 49 contains 2952 members Entering Unmasked Estep ConsiderDeletion Score: -8985776.000000 Penalty: 20495.111328 Iteration 124Q: 50 clusters Score -8985776 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 9244 members Mstep: Class 4 contains 1411 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9788 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3782 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5825 members Mstep: Class 14 contains 6857 members Mstep: Class 15 contains 1438 members Mstep: Class 16 contains 4739 members Mstep: Class 17 contains 13563 members Mstep: Class 18 contains 7076 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8518 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18691 members Mstep: Class 24 contains 1458 members Mstep: Class 25 contains 2179 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2939 members Mstep: Class 28 contains 6220 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14952 members Mstep: Class 31 contains 6084 members Mstep: Class 32 contains 14087 members Mstep: Class 33 contains 2233 members Mstep: Class 34 contains 6424 members Mstep: Class 35 contains 3927 members Mstep: Class 36 contains 7857 members Mstep: Class 37 contains 8946 members Mstep: Class 38 contains 657 members Mstep: Class 39 contains 2342 members Mstep: Class 40 contains 9931 members Mstep: Class 41 contains 19456 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5349 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 382 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21607 members Mstep: Class 48 contains 40237 members Mstep: Class 49 contains 2962 members Entering Unmasked Estep ConsiderDeletion Score: -8985808.000000 Penalty: 20495.111328 Iteration 125Q: 50 clusters Score -8985808 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 9124 members Mstep: Class 4 contains 1416 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9786 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3781 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5824 members Mstep: Class 14 contains 6860 members Mstep: Class 15 contains 1439 members Mstep: Class 16 contains 4751 members Mstep: Class 17 contains 13562 members Mstep: Class 18 contains 7077 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8518 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18695 members Mstep: Class 24 contains 1456 members Mstep: Class 25 contains 2182 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2933 members Mstep: Class 28 contains 6222 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14956 members Mstep: Class 31 contains 6065 members Mstep: Class 32 contains 14087 members Mstep: Class 33 contains 2228 members Mstep: Class 34 contains 6425 members Mstep: Class 35 contains 3934 members Mstep: Class 36 contains 7856 members Mstep: Class 37 contains 9005 members Mstep: Class 38 contains 663 members Mstep: Class 39 contains 2355 members Mstep: Class 40 contains 9981 members Mstep: Class 41 contains 19439 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5347 members Mstep: Class 44 contains 692 members Mstep: Class 45 contains 382 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21609 members Mstep: Class 48 contains 40238 members Mstep: Class 49 contains 2969 members Entering Unmasked Estep ConsiderDeletion Score: -8985824.000000 Penalty: 20495.111328 Iteration 126Q: 50 clusters Score -8985824 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 8999 members Mstep: Class 4 contains 1421 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9785 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3780 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5825 members Mstep: Class 14 contains 6858 members Mstep: Class 15 contains 1441 members Mstep: Class 16 contains 4762 members Mstep: Class 17 contains 13561 members Mstep: Class 18 contains 7075 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8522 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18703 members Mstep: Class 24 contains 1450 members Mstep: Class 25 contains 2184 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2928 members Mstep: Class 28 contains 6225 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14959 members Mstep: Class 31 contains 6057 members Mstep: Class 32 contains 14083 members Mstep: Class 33 contains 2222 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 3949 members Mstep: Class 36 contains 7855 members Mstep: Class 37 contains 9058 members Mstep: Class 38 contains 668 members Mstep: Class 39 contains 2366 members Mstep: Class 40 contains 10034 members Mstep: Class 41 contains 19424 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5347 members Mstep: Class 44 contains 693 members Mstep: Class 45 contains 385 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21611 members Mstep: Class 48 contains 40237 members Mstep: Class 49 contains 2970 members Entering Unmasked Estep ConsiderDeletion Score: -8985834.000000 Penalty: 20495.111328 Iteration 127Q: 50 clusters Score -8985834 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 8882 members Mstep: Class 4 contains 1426 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9787 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3777 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5825 members Mstep: Class 14 contains 6857 members Mstep: Class 15 contains 1448 members Mstep: Class 16 contains 4770 members Mstep: Class 17 contains 13559 members Mstep: Class 18 contains 7075 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 8520 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18716 members Mstep: Class 24 contains 1447 members Mstep: Class 25 contains 2184 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2923 members Mstep: Class 28 contains 6226 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14967 members Mstep: Class 31 contains 6050 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2215 members Mstep: Class 34 contains 6432 members Mstep: Class 35 contains 3968 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 9124 members Mstep: Class 38 contains 671 members Mstep: Class 39 contains 2368 members Mstep: Class 40 contains 10069 members Mstep: Class 41 contains 19414 members Mstep: Class 42 contains 3176 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 694 members Mstep: Class 45 contains 387 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21607 members Mstep: Class 48 contains 40237 members Mstep: Class 49 contains 2963 members Entering Unmasked Estep ConsiderDeletion Score: -8985852.000000 Penalty: 20495.111328 Iteration 128Q: 50 clusters Score -8985852 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 8759 members Mstep: Class 4 contains 1429 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9791 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3775 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5825 members Mstep: Class 14 contains 6855 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 4777 members Mstep: Class 17 contains 13560 members Mstep: Class 18 contains 7076 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 8520 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18731 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2185 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2918 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14978 members Mstep: Class 31 contains 6046 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2210 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 3979 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9177 members Mstep: Class 38 contains 672 members Mstep: Class 39 contains 2380 members Mstep: Class 40 contains 10106 members Mstep: Class 41 contains 19407 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 694 members Mstep: Class 45 contains 388 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21596 members Mstep: Class 48 contains 40235 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8985869.000000 Penalty: 20495.111328 Iteration 129Q: 50 clusters Score -8985869 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 8637 members Mstep: Class 4 contains 1428 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9794 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 3161 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3771 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5823 members Mstep: Class 14 contains 6856 members Mstep: Class 15 contains 1453 members Mstep: Class 16 contains 4778 members Mstep: Class 17 contains 13560 members Mstep: Class 18 contains 7076 members Mstep: Class 19 contains 965 members Mstep: Class 20 contains 8520 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18738 members Mstep: Class 24 contains 1446 members Mstep: Class 25 contains 2187 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2918 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14982 members Mstep: Class 31 contains 6039 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2205 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 3987 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9245 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2388 members Mstep: Class 40 contains 10135 members Mstep: Class 41 contains 19401 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5353 members Mstep: Class 44 contains 695 members Mstep: Class 45 contains 387 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21590 members Mstep: Class 48 contains 40238 members Mstep: Class 49 contains 2971 members Entering Unmasked Estep ConsiderDeletion Score: -8985905.000000 Penalty: 20495.111328 Iteration 130Q: 50 clusters Score -8985905 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 4337 members Mstep: Class 3 contains 8516 members Mstep: Class 4 contains 1430 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9800 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 3161 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3770 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5820 members Mstep: Class 14 contains 6857 members Mstep: Class 15 contains 1454 members Mstep: Class 16 contains 4784 members Mstep: Class 17 contains 13559 members Mstep: Class 18 contains 7076 members Mstep: Class 19 contains 966 members Mstep: Class 20 contains 8520 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18746 members Mstep: Class 24 contains 1444 members Mstep: Class 25 contains 2187 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2916 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14984 members Mstep: Class 31 contains 6030 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2199 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 4000 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 9318 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2397 members Mstep: Class 40 contains 10169 members Mstep: Class 41 contains 19397 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5352 members Mstep: Class 44 contains 696 members Mstep: Class 45 contains 388 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21578 members Mstep: Class 48 contains 40242 members Mstep: Class 49 contains 2973 members Entering Unmasked Estep ConsiderDeletion Score: -8985985.000000 Penalty: 20495.111328 Iteration 131Q: 50 clusters Score -8985985 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 4338 members Mstep: Class 3 contains 8382 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9806 members Mstep: Class 8 contains 243 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3768 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5820 members Mstep: Class 14 contains 6860 members Mstep: Class 15 contains 1458 members Mstep: Class 16 contains 4787 members Mstep: Class 17 contains 13559 members Mstep: Class 18 contains 7078 members Mstep: Class 19 contains 966 members Mstep: Class 20 contains 8522 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18755 members Mstep: Class 24 contains 1442 members Mstep: Class 25 contains 2188 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2913 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14987 members Mstep: Class 31 contains 6025 members Mstep: Class 32 contains 14073 members Mstep: Class 33 contains 2194 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 4011 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9383 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2407 members Mstep: Class 40 contains 10213 members Mstep: Class 41 contains 19394 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5352 members Mstep: Class 44 contains 696 members Mstep: Class 45 contains 388 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21568 members Mstep: Class 48 contains 40243 members Mstep: Class 49 contains 2972 members Entering Unmasked Estep ConsiderDeletion Score: -8986009.000000 Penalty: 20495.111328 Iteration 132Q: 50 clusters Score -8986009 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 4337 members Mstep: Class 3 contains 8259 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9810 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3768 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5821 members Mstep: Class 14 contains 6862 members Mstep: Class 15 contains 1464 members Mstep: Class 16 contains 4793 members Mstep: Class 17 contains 13555 members Mstep: Class 18 contains 7077 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 8527 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18762 members Mstep: Class 24 contains 1440 members Mstep: Class 25 contains 2191 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2907 members Mstep: Class 28 contains 6228 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14993 members Mstep: Class 31 contains 6022 members Mstep: Class 32 contains 14070 members Mstep: Class 33 contains 2189 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4026 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9436 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2415 members Mstep: Class 40 contains 10257 members Mstep: Class 41 contains 19391 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5346 members Mstep: Class 44 contains 697 members Mstep: Class 45 contains 389 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21565 members Mstep: Class 48 contains 40243 members Mstep: Class 49 contains 2970 members Entering Unmasked Estep ConsiderDeletion Score: -8986011.000000 Penalty: 20495.111328 Iteration 133Q: 50 clusters Score -8986011 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 8146 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9816 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1281 members Mstep: Class 11 contains 3767 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5821 members Mstep: Class 14 contains 6865 members Mstep: Class 15 contains 1470 members Mstep: Class 16 contains 4798 members Mstep: Class 17 contains 13559 members Mstep: Class 18 contains 7077 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 8528 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18767 members Mstep: Class 24 contains 1443 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2906 members Mstep: Class 28 contains 6229 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14989 members Mstep: Class 31 contains 6014 members Mstep: Class 32 contains 14068 members Mstep: Class 33 contains 2183 members Mstep: Class 34 contains 6427 members Mstep: Class 35 contains 4032 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9498 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2428 members Mstep: Class 40 contains 10286 members Mstep: Class 41 contains 19389 members Mstep: Class 42 contains 3181 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 698 members Mstep: Class 45 contains 389 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21559 members Mstep: Class 48 contains 40241 members Mstep: Class 49 contains 2969 members Entering Unmasked Estep ConsiderDeletion Score: -8986039.000000 Penalty: 20495.111328 Iteration 134Q: 50 clusters Score -8986039 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 8044 members Mstep: Class 4 contains 1434 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9823 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 3162 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3765 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5821 members Mstep: Class 14 contains 6868 members Mstep: Class 15 contains 1477 members Mstep: Class 16 contains 4802 members Mstep: Class 17 contains 13562 members Mstep: Class 18 contains 7071 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 8527 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18769 members Mstep: Class 24 contains 1449 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2906 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14993 members Mstep: Class 31 contains 5995 members Mstep: Class 32 contains 14066 members Mstep: Class 33 contains 2178 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 4047 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9542 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2442 members Mstep: Class 40 contains 10314 members Mstep: Class 41 contains 19387 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 700 members Mstep: Class 45 contains 390 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21553 members Mstep: Class 48 contains 40244 members Mstep: Class 49 contains 2969 members Entering Unmasked Estep ConsiderDeletion Score: -8986049.000000 Penalty: 20495.111328 Iteration 135Q: 50 clusters Score -8986049 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1843 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9833 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3162 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3762 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5820 members Mstep: Class 14 contains 6868 members Mstep: Class 15 contains 1486 members Mstep: Class 16 contains 4807 members Mstep: Class 17 contains 13562 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 8527 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18772 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2194 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2905 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15002 members Mstep: Class 31 contains 5987 members Mstep: Class 32 contains 14067 members Mstep: Class 33 contains 2174 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4063 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9578 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2456 members Mstep: Class 40 contains 10330 members Mstep: Class 41 contains 19386 members Mstep: Class 42 contains 3182 members Mstep: Class 43 contains 5352 members Mstep: Class 44 contains 703 members Mstep: Class 45 contains 391 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21546 members Mstep: Class 48 contains 40245 members Mstep: Class 49 contains 2968 members Entering Unmasked Estep ConsiderDeletion Score: -8986050.000000 Penalty: 20495.111328 Iteration 136Q: 50 clusters Score -8986050 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7873 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 1847 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9837 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3759 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5820 members Mstep: Class 14 contains 6875 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 4815 members Mstep: Class 17 contains 13557 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 8529 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18772 members Mstep: Class 24 contains 1447 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2904 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15006 members Mstep: Class 31 contains 5967 members Mstep: Class 32 contains 14064 members Mstep: Class 33 contains 2169 members Mstep: Class 34 contains 6428 members Mstep: Class 35 contains 4074 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9612 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2464 members Mstep: Class 40 contains 10363 members Mstep: Class 41 contains 19386 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5353 members Mstep: Class 44 contains 703 members Mstep: Class 45 contains 392 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21541 members Mstep: Class 48 contains 40247 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8986051.000000 Penalty: 20495.111328 Iteration 137Q: 50 clusters Score -8986051 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7791 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 1849 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9840 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3167 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3757 members Mstep: Class 12 contains 14576 members Mstep: Class 13 contains 5816 members Mstep: Class 14 contains 6883 members Mstep: Class 15 contains 1496 members Mstep: Class 16 contains 4821 members Mstep: Class 17 contains 13559 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 8529 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18776 members Mstep: Class 24 contains 1446 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2904 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15006 members Mstep: Class 31 contains 5952 members Mstep: Class 32 contains 14065 members Mstep: Class 33 contains 2163 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4090 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9649 members Mstep: Class 38 contains 674 members Mstep: Class 39 contains 2475 members Mstep: Class 40 contains 10384 members Mstep: Class 41 contains 19383 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5351 members Mstep: Class 44 contains 703 members Mstep: Class 45 contains 392 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21535 members Mstep: Class 48 contains 40248 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8986064.000000 Penalty: 20495.111328 Iteration 138Q: 50 clusters Score -8986064 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7711 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1849 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9844 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3753 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5813 members Mstep: Class 14 contains 6889 members Mstep: Class 15 contains 1499 members Mstep: Class 16 contains 4830 members Mstep: Class 17 contains 13557 members Mstep: Class 18 contains 7063 members Mstep: Class 19 contains 973 members Mstep: Class 20 contains 8532 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18780 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2904 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15016 members Mstep: Class 31 contains 5940 members Mstep: Class 32 contains 14065 members Mstep: Class 33 contains 2157 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4103 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9681 members Mstep: Class 38 contains 675 members Mstep: Class 39 contains 2486 members Mstep: Class 40 contains 10399 members Mstep: Class 41 contains 19380 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 705 members Mstep: Class 45 contains 393 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21528 members Mstep: Class 48 contains 40250 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8986050.000000 Penalty: 20495.111328 Iteration 139Q: 50 clusters Score -8986050 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7647 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1849 members Mstep: Class 6 contains 2880 members Mstep: Class 7 contains 9844 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 1283 members Mstep: Class 11 contains 3752 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5810 members Mstep: Class 14 contains 6896 members Mstep: Class 15 contains 1503 members Mstep: Class 16 contains 4837 members Mstep: Class 17 contains 13553 members Mstep: Class 18 contains 7065 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 8534 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18781 members Mstep: Class 24 contains 1446 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2903 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15021 members Mstep: Class 31 contains 5915 members Mstep: Class 32 contains 14066 members Mstep: Class 33 contains 2151 members Mstep: Class 34 contains 6428 members Mstep: Class 35 contains 4121 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9708 members Mstep: Class 38 contains 676 members Mstep: Class 39 contains 2491 members Mstep: Class 40 contains 10424 members Mstep: Class 41 contains 19378 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 704 members Mstep: Class 45 contains 395 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21526 members Mstep: Class 48 contains 40251 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8986087.000000 Penalty: 20495.111328 Iteration 140F: 50 clusters Score -8986087 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7584 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1849 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9845 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 3752 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5809 members Mstep: Class 14 contains 6906 members Mstep: Class 15 contains 1508 members Mstep: Class 16 contains 4843 members Mstep: Class 17 contains 13554 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 8534 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18782 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2903 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15022 members Mstep: Class 31 contains 5885 members Mstep: Class 32 contains 14067 members Mstep: Class 33 contains 2145 members Mstep: Class 34 contains 6426 members Mstep: Class 35 contains 4135 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9735 members Mstep: Class 38 contains 676 members Mstep: Class 39 contains 2494 members Mstep: Class 40 contains 10454 members Mstep: Class 41 contains 19377 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5349 members Mstep: Class 44 contains 704 members Mstep: Class 45 contains 397 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21525 members Mstep: Class 48 contains 40249 members Mstep: Class 49 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -8986070.000000 Penalty: 20495.111328 Iteration 141Q: 50 clusters Score -8986070 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7520 members Mstep: Class 4 contains 1438 members Mstep: Class 5 contains 1850 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9845 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 3753 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5806 members Mstep: Class 14 contains 6912 members Mstep: Class 15 contains 1510 members Mstep: Class 16 contains 4848 members Mstep: Class 17 contains 13555 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 8535 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18784 members Mstep: Class 24 contains 1449 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6229 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15024 members Mstep: Class 31 contains 5864 members Mstep: Class 32 contains 14067 members Mstep: Class 33 contains 2142 members Mstep: Class 34 contains 6425 members Mstep: Class 35 contains 4144 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9760 members Mstep: Class 38 contains 677 members Mstep: Class 39 contains 2498 members Mstep: Class 40 contains 10481 members Mstep: Class 41 contains 19377 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5350 members Mstep: Class 44 contains 704 members Mstep: Class 45 contains 401 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21525 members Mstep: Class 48 contains 40249 members Mstep: Class 49 contains 2968 members Entering Unmasked Estep ConsiderDeletion Score: -8986090.000000 Penalty: 20495.111328 Iteration 142Q: 50 clusters Score -8986090 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7447 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1851 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9846 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 3172 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3754 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5805 members Mstep: Class 14 contains 6918 members Mstep: Class 15 contains 1514 members Mstep: Class 16 contains 4848 members Mstep: Class 17 contains 13562 members Mstep: Class 18 contains 7061 members Mstep: Class 19 contains 975 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18784 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6228 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15031 members Mstep: Class 31 contains 5837 members Mstep: Class 32 contains 14065 members Mstep: Class 33 contains 2140 members Mstep: Class 34 contains 6424 members Mstep: Class 35 contains 4150 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9795 members Mstep: Class 38 contains 679 members Mstep: Class 39 contains 2504 members Mstep: Class 40 contains 10511 members Mstep: Class 41 contains 19377 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5348 members Mstep: Class 44 contains 704 members Mstep: Class 45 contains 406 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21527 members Mstep: Class 48 contains 40249 members Mstep: Class 49 contains 2969 members Entering Unmasked Estep ConsiderDeletion Score: -8986086.000000 Penalty: 20495.111328 Iteration 143Q: 50 clusters Score -8986086 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7376 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1855 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9845 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3172 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3754 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5800 members Mstep: Class 14 contains 6927 members Mstep: Class 15 contains 1514 members Mstep: Class 16 contains 4851 members Mstep: Class 17 contains 13568 members Mstep: Class 18 contains 7061 members Mstep: Class 19 contains 976 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18781 members Mstep: Class 24 contains 1446 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6229 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15038 members Mstep: Class 31 contains 5815 members Mstep: Class 32 contains 14066 members Mstep: Class 33 contains 2138 members Mstep: Class 34 contains 6423 members Mstep: Class 35 contains 4156 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9837 members Mstep: Class 38 contains 681 members Mstep: Class 39 contains 2505 members Mstep: Class 40 contains 10534 members Mstep: Class 41 contains 19375 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5345 members Mstep: Class 44 contains 705 members Mstep: Class 45 contains 410 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21526 members Mstep: Class 48 contains 40250 members Mstep: Class 49 contains 2970 members Entering Unmasked Estep ConsiderDeletion Score: -8986103.000000 Penalty: 20495.111328 Iteration 144Q: 50 clusters Score -8986103 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7306 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1860 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9849 members Mstep: Class 8 contains 234 members Mstep: Class 9 contains 3172 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3756 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5794 members Mstep: Class 14 contains 6935 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 4853 members Mstep: Class 17 contains 13571 members Mstep: Class 18 contains 7063 members Mstep: Class 19 contains 977 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18773 members Mstep: Class 24 contains 1447 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6230 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15045 members Mstep: Class 31 contains 5807 members Mstep: Class 32 contains 14065 members Mstep: Class 33 contains 2136 members Mstep: Class 34 contains 6422 members Mstep: Class 35 contains 4162 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9873 members Mstep: Class 38 contains 683 members Mstep: Class 39 contains 2512 members Mstep: Class 40 contains 10542 members Mstep: Class 41 contains 19374 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5344 members Mstep: Class 44 contains 705 members Mstep: Class 45 contains 410 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21525 members Mstep: Class 48 contains 40252 members Mstep: Class 49 contains 2971 members Entering Unmasked Estep ConsiderDeletion Score: -8986121.000000 Penalty: 20495.111328 Iteration 145Q: 50 clusters Score -8986121 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7237 members Mstep: Class 4 contains 1438 members Mstep: Class 5 contains 1862 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9849 members Mstep: Class 8 contains 234 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3758 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5793 members Mstep: Class 14 contains 6942 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 4857 members Mstep: Class 17 contains 13570 members Mstep: Class 18 contains 7066 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18772 members Mstep: Class 24 contains 1446 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15043 members Mstep: Class 31 contains 5797 members Mstep: Class 32 contains 14067 members Mstep: Class 33 contains 2136 members Mstep: Class 34 contains 6421 members Mstep: Class 35 contains 4173 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9914 members Mstep: Class 38 contains 684 members Mstep: Class 39 contains 2518 members Mstep: Class 40 contains 10551 members Mstep: Class 41 contains 19370 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5344 members Mstep: Class 44 contains 705 members Mstep: Class 45 contains 410 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21521 members Mstep: Class 48 contains 40251 members Mstep: Class 49 contains 2973 members Entering Unmasked Estep ConsiderDeletion Score: -8986138.000000 Penalty: 20495.111328 Iteration 146Q: 50 clusters Score -8986138 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7182 members Mstep: Class 4 contains 1438 members Mstep: Class 5 contains 1864 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9850 members Mstep: Class 8 contains 234 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3762 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5791 members Mstep: Class 14 contains 6956 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 4856 members Mstep: Class 17 contains 13572 members Mstep: Class 18 contains 7068 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8536 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18776 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15045 members Mstep: Class 31 contains 5785 members Mstep: Class 32 contains 14071 members Mstep: Class 33 contains 2133 members Mstep: Class 34 contains 6422 members Mstep: Class 35 contains 4177 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9945 members Mstep: Class 38 contains 687 members Mstep: Class 39 contains 2522 members Mstep: Class 40 contains 10559 members Mstep: Class 41 contains 19368 members Mstep: Class 42 contains 3182 members Mstep: Class 43 contains 5339 members Mstep: Class 44 contains 705 members Mstep: Class 45 contains 410 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21516 members Mstep: Class 48 contains 40254 members Mstep: Class 49 contains 2974 members Entering Unmasked Estep ConsiderDeletion Score: -8986136.000000 Penalty: 20495.111328 Iteration 147Q: 50 clusters Score -8986136 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7137 members Mstep: Class 4 contains 1439 members Mstep: Class 5 contains 1868 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9849 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5789 members Mstep: Class 14 contains 6968 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 4857 members Mstep: Class 17 contains 13574 members Mstep: Class 18 contains 7068 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8534 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18781 members Mstep: Class 24 contains 1443 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2902 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15048 members Mstep: Class 31 contains 5771 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2132 members Mstep: Class 34 contains 6424 members Mstep: Class 35 contains 4180 members Mstep: Class 36 contains 7849 members Mstep: Class 37 contains 9977 members Mstep: Class 38 contains 687 members Mstep: Class 39 contains 2524 members Mstep: Class 40 contains 10562 members Mstep: Class 41 contains 19366 members Mstep: Class 42 contains 3182 members Mstep: Class 43 contains 5336 members Mstep: Class 44 contains 706 members Mstep: Class 45 contains 410 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21511 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2974 members Entering Unmasked Estep ConsiderDeletion Score: -8986164.000000 Penalty: 20495.111328 Iteration 148Q: 50 clusters Score -8986164 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7092 members Mstep: Class 4 contains 1439 members Mstep: Class 5 contains 1872 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9849 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5788 members Mstep: Class 14 contains 6985 members Mstep: Class 15 contains 1517 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13574 members Mstep: Class 18 contains 7067 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8530 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18782 members Mstep: Class 24 contains 1443 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2901 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15050 members Mstep: Class 31 contains 5755 members Mstep: Class 32 contains 14072 members Mstep: Class 33 contains 2131 members Mstep: Class 34 contains 6426 members Mstep: Class 35 contains 4181 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 10012 members Mstep: Class 38 contains 687 members Mstep: Class 39 contains 2526 members Mstep: Class 40 contains 10568 members Mstep: Class 41 contains 19365 members Mstep: Class 42 contains 3181 members Mstep: Class 43 contains 5334 members Mstep: Class 44 contains 706 members Mstep: Class 45 contains 411 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21513 members Mstep: Class 48 contains 40258 members Mstep: Class 49 contains 2974 members Entering Unmasked Estep ConsiderDeletion Score: -8986144.000000 Penalty: 20495.111328 Iteration 149Q: 50 clusters Score -8986144 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7050 members Mstep: Class 4 contains 1439 members Mstep: Class 5 contains 1878 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9850 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5788 members Mstep: Class 14 contains 6994 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13576 members Mstep: Class 18 contains 7064 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8532 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18779 members Mstep: Class 24 contains 1442 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2897 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15044 members Mstep: Class 31 contains 5750 members Mstep: Class 32 contains 14073 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4189 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 10039 members Mstep: Class 38 contains 687 members Mstep: Class 39 contains 2526 members Mstep: Class 40 contains 10576 members Mstep: Class 41 contains 19362 members Mstep: Class 42 contains 3181 members Mstep: Class 43 contains 5330 members Mstep: Class 44 contains 707 members Mstep: Class 45 contains 411 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21509 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2976 members Entering Unmasked Estep ConsiderDeletion Score: -8986147.000000 Penalty: 20495.111328 Iteration 150Q: 50 clusters Score -8986147 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 7012 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1876 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9851 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3768 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5789 members Mstep: Class 14 contains 7006 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13577 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8535 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18784 members Mstep: Class 24 contains 1443 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2894 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15042 members Mstep: Class 31 contains 5740 members Mstep: Class 32 contains 14072 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6429 members Mstep: Class 35 contains 4194 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10055 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2528 members Mstep: Class 40 contains 10591 members Mstep: Class 41 contains 19358 members Mstep: Class 42 contains 3183 members Mstep: Class 43 contains 5325 members Mstep: Class 44 contains 708 members Mstep: Class 45 contains 411 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21501 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2978 members Entering Unmasked Estep ConsiderDeletion Score: -8986161.000000 Penalty: 20495.111328 Iteration 151Q: 50 clusters Score -8986161 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6971 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 1873 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9850 members Mstep: Class 8 contains 235 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3770 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5789 members Mstep: Class 14 contains 7022 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13579 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8536 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18790 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2887 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15047 members Mstep: Class 31 contains 5722 members Mstep: Class 32 contains 14071 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6430 members Mstep: Class 35 contains 4198 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10077 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2530 members Mstep: Class 40 contains 10597 members Mstep: Class 41 contains 19355 members Mstep: Class 42 contains 3187 members Mstep: Class 43 contains 5324 members Mstep: Class 44 contains 708 members Mstep: Class 45 contains 411 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21495 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986177.000000 Penalty: 20495.111328 Iteration 152Q: 50 clusters Score -8986177 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6926 members Mstep: Class 4 contains 1437 members Mstep: Class 5 contains 1873 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9853 members Mstep: Class 8 contains 234 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3774 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5789 members Mstep: Class 14 contains 7029 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13585 members Mstep: Class 18 contains 7061 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 8534 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18793 members Mstep: Class 24 contains 1444 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2883 members Mstep: Class 28 contains 6234 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15053 members Mstep: Class 31 contains 5709 members Mstep: Class 32 contains 14071 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6431 members Mstep: Class 35 contains 4201 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10100 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2534 members Mstep: Class 40 contains 10603 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3186 members Mstep: Class 43 contains 5325 members Mstep: Class 44 contains 708 members Mstep: Class 45 contains 412 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21491 members Mstep: Class 48 contains 40260 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986174.000000 Penalty: 20495.111328 Iteration 153Q: 50 clusters Score -8986174 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6887 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 1877 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9856 members Mstep: Class 8 contains 234 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3772 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5790 members Mstep: Class 14 contains 7042 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7059 members Mstep: Class 19 contains 980 members Mstep: Class 20 contains 8533 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18797 members Mstep: Class 24 contains 1444 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15055 members Mstep: Class 31 contains 5697 members Mstep: Class 32 contains 14072 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6433 members Mstep: Class 35 contains 4207 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10121 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2536 members Mstep: Class 40 contains 10603 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3187 members Mstep: Class 43 contains 5321 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 412 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21485 members Mstep: Class 48 contains 40261 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986240.000000 Penalty: 20495.111328 Iteration 154Q: 50 clusters Score -8986240 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6842 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1882 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 3178 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3770 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5790 members Mstep: Class 14 contains 7062 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7057 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18795 members Mstep: Class 24 contains 1444 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15056 members Mstep: Class 31 contains 5672 members Mstep: Class 32 contains 14072 members Mstep: Class 33 contains 2130 members Mstep: Class 34 contains 6434 members Mstep: Class 35 contains 4211 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10153 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2538 members Mstep: Class 40 contains 10610 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3184 members Mstep: Class 43 contains 5316 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 412 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21486 members Mstep: Class 48 contains 40265 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986263.000000 Penalty: 20495.111328 Iteration 155Q: 50 clusters Score -8986263 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6799 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1889 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 3179 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3770 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5791 members Mstep: Class 14 contains 7074 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4858 members Mstep: Class 17 contains 13588 members Mstep: Class 18 contains 7055 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8540 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18797 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2193 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15060 members Mstep: Class 31 contains 5643 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2129 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4218 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10180 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2541 members Mstep: Class 40 contains 10615 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3182 members Mstep: Class 43 contains 5318 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 414 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21486 members Mstep: Class 48 contains 40263 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986239.000000 Penalty: 20495.111328 Iteration 156Q: 50 clusters Score -8986239 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6758 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1894 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 3180 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 3776 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5791 members Mstep: Class 14 contains 7088 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4858 members Mstep: Class 17 contains 13589 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18799 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15064 members Mstep: Class 31 contains 5605 members Mstep: Class 32 contains 14076 members Mstep: Class 33 contains 2127 members Mstep: Class 34 contains 6439 members Mstep: Class 35 contains 4227 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10218 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2543 members Mstep: Class 40 contains 10611 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5318 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 415 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21483 members Mstep: Class 48 contains 40263 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986235.000000 Penalty: 20495.111328 Iteration 157Q: 50 clusters Score -8986235 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6715 members Mstep: Class 4 contains 1435 members Mstep: Class 5 contains 1896 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3180 members Mstep: Class 10 contains 1288 members Mstep: Class 11 contains 3780 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5792 members Mstep: Class 14 contains 7111 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18804 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2195 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15058 members Mstep: Class 31 contains 5577 members Mstep: Class 32 contains 14074 members Mstep: Class 33 contains 2127 members Mstep: Class 34 contains 6439 members Mstep: Class 35 contains 4238 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10261 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2545 members Mstep: Class 40 contains 10606 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5315 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 416 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21477 members Mstep: Class 48 contains 40262 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986282.000000 Penalty: 20495.111328 Iteration 158Q: 50 clusters Score -8986282 nChanged 183 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6666 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 1895 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 3182 members Mstep: Class 10 contains 1288 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5791 members Mstep: Class 14 contains 7138 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18806 members Mstep: Class 24 contains 1445 members Mstep: Class 25 contains 2199 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15053 members Mstep: Class 31 contains 5545 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2126 members Mstep: Class 34 contains 6439 members Mstep: Class 35 contains 4246 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10303 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2547 members Mstep: Class 40 contains 10609 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5308 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 415 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21473 members Mstep: Class 48 contains 40262 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8986286.000000 Penalty: 20495.111328 Iteration 159Q: 50 clusters Score -8986286 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6610 members Mstep: Class 4 contains 1438 members Mstep: Class 5 contains 1893 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9865 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 3183 members Mstep: Class 10 contains 1288 members Mstep: Class 11 contains 3786 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5791 members Mstep: Class 14 contains 7160 members Mstep: Class 15 contains 1524 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18809 members Mstep: Class 24 contains 1448 members Mstep: Class 25 contains 2199 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15053 members Mstep: Class 31 contains 5514 members Mstep: Class 32 contains 14078 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4249 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10353 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2549 members Mstep: Class 40 contains 10616 members Mstep: Class 41 contains 19353 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5308 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 415 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21470 members Mstep: Class 48 contains 40261 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986274.000000 Penalty: 20495.111328 Iteration 160F: 50 clusters Score -8986274 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6547 members Mstep: Class 4 contains 1439 members Mstep: Class 5 contains 1893 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9865 members Mstep: Class 8 contains 238 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1288 members Mstep: Class 11 contains 3789 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5786 members Mstep: Class 14 contains 7182 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4859 members Mstep: Class 17 contains 13590 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18810 members Mstep: Class 24 contains 1451 members Mstep: Class 25 contains 2200 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15057 members Mstep: Class 31 contains 5467 members Mstep: Class 32 contains 14077 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4257 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10415 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2552 members Mstep: Class 40 contains 10628 members Mstep: Class 41 contains 19352 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5303 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 416 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21466 members Mstep: Class 48 contains 40260 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986333.000000 Penalty: 20495.111328 Iteration 161Q: 50 clusters Score -8986333 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6463 members Mstep: Class 4 contains 1442 members Mstep: Class 5 contains 1894 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 9864 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 3187 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 3794 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5783 members Mstep: Class 14 contains 7204 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13592 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18810 members Mstep: Class 24 contains 1457 members Mstep: Class 25 contains 2200 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15062 members Mstep: Class 31 contains 5434 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4262 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10482 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2553 members Mstep: Class 40 contains 10637 members Mstep: Class 41 contains 19352 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5297 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 415 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21462 members Mstep: Class 48 contains 40262 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986325.000000 Penalty: 20495.111328 Iteration 162Q: 50 clusters Score -8986325 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6372 members Mstep: Class 4 contains 1444 members Mstep: Class 5 contains 1898 members Mstep: Class 6 contains 2879 members Mstep: Class 7 contains 9863 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 3187 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 3796 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5782 members Mstep: Class 14 contains 7221 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13596 members Mstep: Class 18 contains 7053 members Mstep: Class 19 contains 982 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18816 members Mstep: Class 24 contains 1459 members Mstep: Class 25 contains 2201 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15064 members Mstep: Class 31 contains 5418 members Mstep: Class 32 contains 14088 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4260 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10548 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2557 members Mstep: Class 40 contains 10638 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5296 members Mstep: Class 44 contains 709 members Mstep: Class 45 contains 416 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21454 members Mstep: Class 48 contains 40263 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986335.000000 Penalty: 20495.111328 Iteration 163Q: 50 clusters Score -8986335 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6276 members Mstep: Class 4 contains 1447 members Mstep: Class 5 contains 1901 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 240 members Mstep: Class 9 contains 3187 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 3796 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5780 members Mstep: Class 14 contains 7233 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4861 members Mstep: Class 17 contains 13597 members Mstep: Class 18 contains 7053 members Mstep: Class 19 contains 983 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18821 members Mstep: Class 24 contains 1462 members Mstep: Class 25 contains 2202 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2879 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15077 members Mstep: Class 31 contains 5407 members Mstep: Class 32 contains 14095 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4260 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10606 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2560 members Mstep: Class 40 contains 10648 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5294 members Mstep: Class 44 contains 710 members Mstep: Class 45 contains 416 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21444 members Mstep: Class 48 contains 40261 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986367.000000 Penalty: 20495.111328 Iteration 164Q: 50 clusters Score -8986367 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6182 members Mstep: Class 4 contains 1448 members Mstep: Class 5 contains 1901 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9864 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3798 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5777 members Mstep: Class 14 contains 7252 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4861 members Mstep: Class 17 contains 13598 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 985 members Mstep: Class 20 contains 8537 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18821 members Mstep: Class 24 contains 1467 members Mstep: Class 25 contains 2204 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2879 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15091 members Mstep: Class 31 contains 5383 members Mstep: Class 32 contains 14099 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4257 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10663 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2570 members Mstep: Class 40 contains 10658 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5291 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 418 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21439 members Mstep: Class 48 contains 40262 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986401.000000 Penalty: 20495.111328 Iteration 165Q: 50 clusters Score -8986401 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 6072 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 1902 members Mstep: Class 6 contains 2881 members Mstep: Class 7 contains 9864 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5774 members Mstep: Class 14 contains 7267 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4860 members Mstep: Class 17 contains 13599 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 986 members Mstep: Class 20 contains 8538 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18825 members Mstep: Class 24 contains 1469 members Mstep: Class 25 contains 2206 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2879 members Mstep: Class 28 contains 6231 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15114 members Mstep: Class 31 contains 5362 members Mstep: Class 32 contains 14099 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4258 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10746 members Mstep: Class 38 contains 688 members Mstep: Class 39 contains 2571 members Mstep: Class 40 contains 10663 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5289 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 420 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21435 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986434.000000 Penalty: 20495.111328 Iteration 166Q: 50 clusters Score -8986434 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 5954 members Mstep: Class 4 contains 1451 members Mstep: Class 5 contains 1903 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 243 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 14571 members Mstep: Class 13 contains 5771 members Mstep: Class 14 contains 7288 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4857 members Mstep: Class 17 contains 13596 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 988 members Mstep: Class 20 contains 8541 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18825 members Mstep: Class 24 contains 1468 members Mstep: Class 25 contains 2207 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15143 members Mstep: Class 31 contains 5343 members Mstep: Class 32 contains 14101 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4259 members Mstep: Class 36 contains 7853 members Mstep: Class 37 contains 10831 members Mstep: Class 38 contains 690 members Mstep: Class 39 contains 2577 members Mstep: Class 40 contains 10664 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5286 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 423 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21432 members Mstep: Class 48 contains 40256 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986504.000000 Penalty: 20495.111328 Iteration 167Q: 50 clusters Score -8986504 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 5813 members Mstep: Class 4 contains 1451 members Mstep: Class 5 contains 1905 members Mstep: Class 6 contains 2883 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1286 members Mstep: Class 11 contains 3797 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5766 members Mstep: Class 14 contains 7312 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4857 members Mstep: Class 17 contains 13594 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 989 members Mstep: Class 20 contains 8541 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18827 members Mstep: Class 24 contains 1473 members Mstep: Class 25 contains 2208 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 6237 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15161 members Mstep: Class 31 contains 5327 members Mstep: Class 32 contains 14103 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4267 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 10931 members Mstep: Class 38 contains 691 members Mstep: Class 39 contains 2586 members Mstep: Class 40 contains 10661 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5280 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 425 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21429 members Mstep: Class 48 contains 40258 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986540.000000 Penalty: 20495.111328 Iteration 168Q: 50 clusters Score -8986540 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 4332 members Mstep: Class 3 contains 5657 members Mstep: Class 4 contains 1453 members Mstep: Class 5 contains 1907 members Mstep: Class 6 contains 2882 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 3797 members Mstep: Class 12 contains 14573 members Mstep: Class 13 contains 5758 members Mstep: Class 14 contains 7315 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 4855 members Mstep: Class 17 contains 13588 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 8541 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18832 members Mstep: Class 24 contains 1478 members Mstep: Class 25 contains 2212 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15184 members Mstep: Class 31 contains 5320 members Mstep: Class 32 contains 14103 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4279 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11044 members Mstep: Class 38 contains 691 members Mstep: Class 39 contains 2600 members Mstep: Class 40 contains 10660 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5280 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 427 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21426 members Mstep: Class 48 contains 40259 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986615.000000 Penalty: 20495.111328 Iteration 169Q: 50 clusters Score -8986615 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 5466 members Mstep: Class 4 contains 1456 members Mstep: Class 5 contains 1911 members Mstep: Class 6 contains 2885 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 3796 members Mstep: Class 12 contains 14574 members Mstep: Class 13 contains 5749 members Mstep: Class 14 contains 7327 members Mstep: Class 15 contains 1524 members Mstep: Class 16 contains 4853 members Mstep: Class 17 contains 13582 members Mstep: Class 18 contains 7053 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 8541 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18836 members Mstep: Class 24 contains 1484 members Mstep: Class 25 contains 2218 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 6236 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15220 members Mstep: Class 31 contains 5317 members Mstep: Class 32 contains 14094 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4297 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11176 members Mstep: Class 38 contains 693 members Mstep: Class 39 contains 2611 members Mstep: Class 40 contains 10643 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3176 members Mstep: Class 43 contains 5276 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 433 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21425 members Mstep: Class 48 contains 40264 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986712.000000 Penalty: 20495.111328 Iteration 170Q: 50 clusters Score -8986712 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 5253 members Mstep: Class 4 contains 1456 members Mstep: Class 5 contains 1912 members Mstep: Class 6 contains 2886 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 3187 members Mstep: Class 10 contains 1280 members Mstep: Class 11 contains 3797 members Mstep: Class 12 contains 14576 members Mstep: Class 13 contains 5746 members Mstep: Class 14 contains 7347 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 4849 members Mstep: Class 17 contains 13579 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 8539 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18839 members Mstep: Class 24 contains 1492 members Mstep: Class 25 contains 2225 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6234 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15258 members Mstep: Class 31 contains 5303 members Mstep: Class 32 contains 14091 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4304 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11309 members Mstep: Class 38 contains 692 members Mstep: Class 39 contains 2632 members Mstep: Class 40 contains 10642 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5273 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 437 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21424 members Mstep: Class 48 contains 40267 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8986936.000000 Penalty: 20495.111328 Iteration 171Q: 50 clusters Score -8986936 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 5044 members Mstep: Class 4 contains 1457 members Mstep: Class 5 contains 1912 members Mstep: Class 6 contains 2886 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 252 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 1279 members Mstep: Class 11 contains 3796 members Mstep: Class 12 contains 14576 members Mstep: Class 13 contains 5733 members Mstep: Class 14 contains 7362 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 4844 members Mstep: Class 17 contains 13566 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 8541 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18843 members Mstep: Class 24 contains 1508 members Mstep: Class 25 contains 2229 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6234 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15315 members Mstep: Class 31 contains 5284 members Mstep: Class 32 contains 14096 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6438 members Mstep: Class 35 contains 4310 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11448 members Mstep: Class 38 contains 692 members Mstep: Class 39 contains 2655 members Mstep: Class 40 contains 10638 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3175 members Mstep: Class 43 contains 5268 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 445 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21422 members Mstep: Class 48 contains 40265 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8987164.000000 Penalty: 20495.111328 Iteration 172Q: 50 clusters Score -8987164 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 4856 members Mstep: Class 4 contains 1458 members Mstep: Class 5 contains 1914 members Mstep: Class 6 contains 2888 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 253 members Mstep: Class 9 contains 3185 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3797 members Mstep: Class 12 contains 14578 members Mstep: Class 13 contains 5718 members Mstep: Class 14 contains 7386 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 13543 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 990 members Mstep: Class 20 contains 8542 members Mstep: Class 21 contains 2383 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18848 members Mstep: Class 24 contains 1549 members Mstep: Class 25 contains 2234 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15346 members Mstep: Class 31 contains 5239 members Mstep: Class 32 contains 14089 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4319 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11608 members Mstep: Class 38 contains 693 members Mstep: Class 39 contains 2679 members Mstep: Class 40 contains 10622 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3172 members Mstep: Class 43 contains 5260 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 452 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21419 members Mstep: Class 48 contains 40265 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8987505.000000 Penalty: 20495.111328 Iteration 173Q: 50 clusters Score -8987505 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 4332 members Mstep: Class 3 contains 4693 members Mstep: Class 4 contains 1463 members Mstep: Class 5 contains 1916 members Mstep: Class 6 contains 2888 members Mstep: Class 7 contains 9856 members Mstep: Class 8 contains 255 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 1277 members Mstep: Class 11 contains 3795 members Mstep: Class 12 contains 14575 members Mstep: Class 13 contains 5700 members Mstep: Class 14 contains 7403 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 13505 members Mstep: Class 18 contains 7047 members Mstep: Class 19 contains 992 members Mstep: Class 20 contains 8543 members Mstep: Class 21 contains 2383 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18849 members Mstep: Class 24 contains 1616 members Mstep: Class 25 contains 2236 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15354 members Mstep: Class 31 contains 5186 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4331 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 11760 members Mstep: Class 38 contains 696 members Mstep: Class 39 contains 2706 members Mstep: Class 40 contains 10607 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3173 members Mstep: Class 43 contains 5259 members Mstep: Class 44 contains 710 members Mstep: Class 45 contains 463 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21421 members Mstep: Class 48 contains 40269 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8987969.000000 Penalty: 20495.111328 Iteration 174Q: 50 clusters Score -8987969 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 4565 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1915 members Mstep: Class 6 contains 2890 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 3182 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3794 members Mstep: Class 12 contains 14572 members Mstep: Class 13 contains 5685 members Mstep: Class 14 contains 7418 members Mstep: Class 15 contains 1522 members Mstep: Class 16 contains 4841 members Mstep: Class 17 contains 13455 members Mstep: Class 18 contains 7043 members Mstep: Class 19 contains 993 members Mstep: Class 20 contains 8544 members Mstep: Class 21 contains 2383 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18850 members Mstep: Class 24 contains 1689 members Mstep: Class 25 contains 2245 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2880 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15321 members Mstep: Class 31 contains 5121 members Mstep: Class 32 contains 14069 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4339 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 11925 members Mstep: Class 38 contains 702 members Mstep: Class 39 contains 2731 members Mstep: Class 40 contains 10607 members Mstep: Class 41 contains 19350 members Mstep: Class 42 contains 3171 members Mstep: Class 43 contains 5254 members Mstep: Class 44 contains 710 members Mstep: Class 45 contains 470 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21422 members Mstep: Class 48 contains 40268 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8988454.000000 Penalty: 20495.111328 Iteration 175Q: 50 clusters Score -8988454 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 4514 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1915 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 3179 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 3792 members Mstep: Class 12 contains 14567 members Mstep: Class 13 contains 5671 members Mstep: Class 14 contains 7436 members Mstep: Class 15 contains 1524 members Mstep: Class 16 contains 4855 members Mstep: Class 17 contains 13391 members Mstep: Class 18 contains 7039 members Mstep: Class 19 contains 994 members Mstep: Class 20 contains 8545 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18849 members Mstep: Class 24 contains 1741 members Mstep: Class 25 contains 2254 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2879 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15278 members Mstep: Class 31 contains 5051 members Mstep: Class 32 contains 14070 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4346 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12036 members Mstep: Class 38 contains 713 members Mstep: Class 39 contains 2748 members Mstep: Class 40 contains 10609 members Mstep: Class 41 contains 19348 members Mstep: Class 42 contains 3170 members Mstep: Class 43 contains 5245 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 481 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21423 members Mstep: Class 48 contains 40267 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8988759.000000 Penalty: 20495.111328 Iteration 176Q: 50 clusters Score -8988759 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4491 members Mstep: Class 4 contains 1467 members Mstep: Class 5 contains 1915 members Mstep: Class 6 contains 2911 members Mstep: Class 7 contains 9863 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 3171 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3788 members Mstep: Class 12 contains 14559 members Mstep: Class 13 contains 5670 members Mstep: Class 14 contains 7467 members Mstep: Class 15 contains 1527 members Mstep: Class 16 contains 4877 members Mstep: Class 17 contains 13342 members Mstep: Class 18 contains 7034 members Mstep: Class 19 contains 995 members Mstep: Class 20 contains 8545 members Mstep: Class 21 contains 2386 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18851 members Mstep: Class 24 contains 1776 members Mstep: Class 25 contains 2262 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15241 members Mstep: Class 31 contains 4941 members Mstep: Class 32 contains 14065 members Mstep: Class 33 contains 2125 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4361 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12108 members Mstep: Class 38 contains 721 members Mstep: Class 39 contains 2764 members Mstep: Class 40 contains 10636 members Mstep: Class 41 contains 19347 members Mstep: Class 42 contains 3168 members Mstep: Class 43 contains 5230 members Mstep: Class 44 contains 711 members Mstep: Class 45 contains 489 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21425 members Mstep: Class 48 contains 40266 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8989035.000000 Penalty: 20495.111328 Iteration 177Q: 50 clusters Score -8989035 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 4460 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 1916 members Mstep: Class 6 contains 2931 members Mstep: Class 7 contains 9872 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 3164 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3784 members Mstep: Class 12 contains 14553 members Mstep: Class 13 contains 5666 members Mstep: Class 14 contains 7496 members Mstep: Class 15 contains 1532 members Mstep: Class 16 contains 4896 members Mstep: Class 17 contains 13321 members Mstep: Class 18 contains 7035 members Mstep: Class 19 contains 995 members Mstep: Class 20 contains 8546 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18852 members Mstep: Class 24 contains 1798 members Mstep: Class 25 contains 2266 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15193 members Mstep: Class 31 contains 4837 members Mstep: Class 32 contains 14063 members Mstep: Class 33 contains 2122 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4376 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12170 members Mstep: Class 38 contains 730 members Mstep: Class 39 contains 2775 members Mstep: Class 40 contains 10660 members Mstep: Class 41 contains 19344 members Mstep: Class 42 contains 3165 members Mstep: Class 43 contains 5227 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 492 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21426 members Mstep: Class 48 contains 40273 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8989078.000000 Penalty: 20495.111328 Iteration 178Q: 50 clusters Score -8989078 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4427 members Mstep: Class 4 contains 1467 members Mstep: Class 5 contains 1915 members Mstep: Class 6 contains 2954 members Mstep: Class 7 contains 9868 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3781 members Mstep: Class 12 contains 14547 members Mstep: Class 13 contains 5653 members Mstep: Class 14 contains 7518 members Mstep: Class 15 contains 1536 members Mstep: Class 16 contains 4906 members Mstep: Class 17 contains 13316 members Mstep: Class 18 contains 7036 members Mstep: Class 19 contains 995 members Mstep: Class 20 contains 8546 members Mstep: Class 21 contains 2385 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18854 members Mstep: Class 24 contains 1815 members Mstep: Class 25 contains 2274 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15153 members Mstep: Class 31 contains 4742 members Mstep: Class 32 contains 14057 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4396 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12233 members Mstep: Class 38 contains 738 members Mstep: Class 39 contains 2780 members Mstep: Class 40 contains 10678 members Mstep: Class 41 contains 19340 members Mstep: Class 42 contains 3165 members Mstep: Class 43 contains 5224 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 493 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21426 members Mstep: Class 48 contains 40286 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8989146.000000 Penalty: 20495.111328 Iteration 179Q: 50 clusters Score -8989146 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1919 members Mstep: Class 6 contains 2981 members Mstep: Class 7 contains 9867 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 3159 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 3777 members Mstep: Class 12 contains 14543 members Mstep: Class 13 contains 5639 members Mstep: Class 14 contains 7554 members Mstep: Class 15 contains 1537 members Mstep: Class 16 contains 4916 members Mstep: Class 17 contains 13326 members Mstep: Class 18 contains 7039 members Mstep: Class 19 contains 995 members Mstep: Class 20 contains 8545 members Mstep: Class 21 contains 2385 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18855 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 2280 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15101 members Mstep: Class 31 contains 4642 members Mstep: Class 32 contains 14054 members Mstep: Class 33 contains 2121 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4407 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12285 members Mstep: Class 38 contains 738 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10709 members Mstep: Class 41 contains 19335 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5218 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 493 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21427 members Mstep: Class 48 contains 40297 members Mstep: Class 49 contains 2979 members Entering Unmasked Estep ConsiderDeletion Score: -8989186.000000 Penalty: 20495.111328 Iteration 180F: 50 clusters Score -8989186 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4359 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1922 members Mstep: Class 6 contains 3013 members Mstep: Class 7 contains 9869 members Mstep: Class 8 contains 264 members Mstep: Class 9 contains 3154 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 3765 members Mstep: Class 12 contains 14541 members Mstep: Class 13 contains 5627 members Mstep: Class 14 contains 7581 members Mstep: Class 15 contains 1539 members Mstep: Class 16 contains 4924 members Mstep: Class 17 contains 13334 members Mstep: Class 18 contains 7040 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8544 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18856 members Mstep: Class 24 contains 1868 members Mstep: Class 25 contains 2287 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 15050 members Mstep: Class 31 contains 4563 members Mstep: Class 32 contains 14045 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4425 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12325 members Mstep: Class 38 contains 739 members Mstep: Class 39 contains 2776 members Mstep: Class 40 contains 10732 members Mstep: Class 41 contains 19333 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5212 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 493 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21427 members Mstep: Class 48 contains 40306 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989318.000000 Penalty: 20495.111328 Iteration 181Q: 50 clusters Score -8989318 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4338 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1926 members Mstep: Class 6 contains 3038 members Mstep: Class 7 contains 9870 members Mstep: Class 8 contains 265 members Mstep: Class 9 contains 3147 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 3759 members Mstep: Class 12 contains 14541 members Mstep: Class 13 contains 5609 members Mstep: Class 14 contains 7595 members Mstep: Class 15 contains 1540 members Mstep: Class 16 contains 4932 members Mstep: Class 17 contains 13332 members Mstep: Class 18 contains 7043 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8542 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18855 members Mstep: Class 24 contains 1901 members Mstep: Class 25 contains 2296 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14998 members Mstep: Class 31 contains 4503 members Mstep: Class 32 contains 14050 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4450 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12339 members Mstep: Class 38 contains 739 members Mstep: Class 39 contains 2776 members Mstep: Class 40 contains 10759 members Mstep: Class 41 contains 19331 members Mstep: Class 42 contains 3164 members Mstep: Class 43 contains 5201 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 490 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21427 members Mstep: Class 48 contains 40322 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989352.000000 Penalty: 20495.111328 Iteration 182Q: 50 clusters Score -8989352 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4317 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1931 members Mstep: Class 6 contains 3067 members Mstep: Class 7 contains 9870 members Mstep: Class 8 contains 265 members Mstep: Class 9 contains 3135 members Mstep: Class 10 contains 1271 members Mstep: Class 11 contains 3751 members Mstep: Class 12 contains 14542 members Mstep: Class 13 contains 5591 members Mstep: Class 14 contains 7600 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 4938 members Mstep: Class 17 contains 13329 members Mstep: Class 18 contains 7045 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8542 members Mstep: Class 21 contains 2383 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18856 members Mstep: Class 24 contains 1925 members Mstep: Class 25 contains 2301 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14954 members Mstep: Class 31 contains 4421 members Mstep: Class 32 contains 14058 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4481 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12363 members Mstep: Class 38 contains 738 members Mstep: Class 39 contains 2776 members Mstep: Class 40 contains 10804 members Mstep: Class 41 contains 19331 members Mstep: Class 42 contains 3166 members Mstep: Class 43 contains 5197 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 490 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21423 members Mstep: Class 48 contains 40333 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989409.000000 Penalty: 20495.111328 Iteration 183Q: 50 clusters Score -8989409 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4294 members Mstep: Class 4 contains 1470 members Mstep: Class 5 contains 1935 members Mstep: Class 6 contains 3094 members Mstep: Class 7 contains 9868 members Mstep: Class 8 contains 265 members Mstep: Class 9 contains 3130 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 3741 members Mstep: Class 12 contains 14540 members Mstep: Class 13 contains 5586 members Mstep: Class 14 contains 7609 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 4949 members Mstep: Class 17 contains 13326 members Mstep: Class 18 contains 7045 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8544 members Mstep: Class 21 contains 2382 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18854 members Mstep: Class 24 contains 1939 members Mstep: Class 25 contains 2302 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14916 members Mstep: Class 31 contains 4358 members Mstep: Class 32 contains 14063 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4513 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12375 members Mstep: Class 38 contains 737 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10844 members Mstep: Class 41 contains 19330 members Mstep: Class 42 contains 3167 members Mstep: Class 43 contains 5193 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 489 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21418 members Mstep: Class 48 contains 40340 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989515.000000 Penalty: 20495.111328 Iteration 184Q: 50 clusters Score -8989515 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4276 members Mstep: Class 4 contains 1470 members Mstep: Class 5 contains 1939 members Mstep: Class 6 contains 3121 members Mstep: Class 7 contains 9871 members Mstep: Class 8 contains 264 members Mstep: Class 9 contains 3119 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 3733 members Mstep: Class 12 contains 14538 members Mstep: Class 13 contains 5584 members Mstep: Class 14 contains 7619 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 4959 members Mstep: Class 17 contains 13325 members Mstep: Class 18 contains 7047 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8543 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18850 members Mstep: Class 24 contains 1965 members Mstep: Class 25 contains 2303 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14873 members Mstep: Class 31 contains 4301 members Mstep: Class 32 contains 14067 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4552 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12374 members Mstep: Class 38 contains 736 members Mstep: Class 39 contains 2777 members Mstep: Class 40 contains 10875 members Mstep: Class 41 contains 19326 members Mstep: Class 42 contains 3169 members Mstep: Class 43 contains 5181 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 488 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21420 members Mstep: Class 48 contains 40348 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989599.000000 Penalty: 20495.111328 Iteration 185Q: 50 clusters Score -8989599 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4265 members Mstep: Class 4 contains 1470 members Mstep: Class 5 contains 1940 members Mstep: Class 6 contains 3139 members Mstep: Class 7 contains 9869 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3112 members Mstep: Class 10 contains 1271 members Mstep: Class 11 contains 3730 members Mstep: Class 12 contains 14537 members Mstep: Class 13 contains 5581 members Mstep: Class 14 contains 7622 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 4970 members Mstep: Class 17 contains 13320 members Mstep: Class 18 contains 7049 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8543 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18850 members Mstep: Class 24 contains 1996 members Mstep: Class 25 contains 2305 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6232 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14832 members Mstep: Class 31 contains 4248 members Mstep: Class 32 contains 14076 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4585 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12364 members Mstep: Class 38 contains 736 members Mstep: Class 39 contains 2777 members Mstep: Class 40 contains 10905 members Mstep: Class 41 contains 19326 members Mstep: Class 42 contains 3169 members Mstep: Class 43 contains 5172 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21416 members Mstep: Class 48 contains 40358 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989650.000000 Penalty: 20495.111328 Iteration 186Q: 50 clusters Score -8989650 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4258 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1940 members Mstep: Class 6 contains 3162 members Mstep: Class 7 contains 9869 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3100 members Mstep: Class 10 contains 1269 members Mstep: Class 11 contains 3721 members Mstep: Class 12 contains 14536 members Mstep: Class 13 contains 5577 members Mstep: Class 14 contains 7634 members Mstep: Class 15 contains 1546 members Mstep: Class 16 contains 4974 members Mstep: Class 17 contains 13319 members Mstep: Class 18 contains 7049 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8545 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18848 members Mstep: Class 24 contains 2033 members Mstep: Class 25 contains 2305 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6233 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14790 members Mstep: Class 31 contains 4191 members Mstep: Class 32 contains 14079 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4621 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12353 members Mstep: Class 38 contains 736 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10930 members Mstep: Class 41 contains 19326 members Mstep: Class 42 contains 3173 members Mstep: Class 43 contains 5166 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 488 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21414 members Mstep: Class 48 contains 40365 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989717.000000 Penalty: 20495.111328 Iteration 187Q: 50 clusters Score -8989717 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4254 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1942 members Mstep: Class 6 contains 3192 members Mstep: Class 7 contains 9874 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3089 members Mstep: Class 10 contains 1266 members Mstep: Class 11 contains 3716 members Mstep: Class 12 contains 14534 members Mstep: Class 13 contains 5575 members Mstep: Class 14 contains 7646 members Mstep: Class 15 contains 1548 members Mstep: Class 16 contains 4982 members Mstep: Class 17 contains 13316 members Mstep: Class 18 contains 7050 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8548 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18843 members Mstep: Class 24 contains 2061 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6235 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14746 members Mstep: Class 31 contains 4137 members Mstep: Class 32 contains 14080 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4658 members Mstep: Class 36 contains 7850 members Mstep: Class 37 contains 12342 members Mstep: Class 38 contains 736 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10955 members Mstep: Class 41 contains 19324 members Mstep: Class 42 contains 3176 members Mstep: Class 43 contains 5162 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21409 members Mstep: Class 48 contains 40362 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989734.000000 Penalty: 20495.111328 Iteration 188Q: 50 clusters Score -8989734 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4246 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1947 members Mstep: Class 6 contains 3215 members Mstep: Class 7 contains 9879 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3082 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3713 members Mstep: Class 12 contains 14531 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7652 members Mstep: Class 15 contains 1553 members Mstep: Class 16 contains 4989 members Mstep: Class 17 contains 13314 members Mstep: Class 18 contains 7049 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8550 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18834 members Mstep: Class 24 contains 2071 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6237 members Mstep: Class 29 contains 3111 members Mstep: Class 30 contains 14726 members Mstep: Class 31 contains 4094 members Mstep: Class 32 contains 14081 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4693 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12337 members Mstep: Class 38 contains 736 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10966 members Mstep: Class 41 contains 19324 members Mstep: Class 42 contains 3177 members Mstep: Class 43 contains 5157 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21408 members Mstep: Class 48 contains 40360 members Mstep: Class 49 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -8989744.000000 Penalty: 20495.111328 Iteration 189Q: 50 clusters Score -8989744 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4239 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 3229 members Mstep: Class 7 contains 9879 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3077 members Mstep: Class 10 contains 1262 members Mstep: Class 11 contains 3713 members Mstep: Class 12 contains 14529 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7645 members Mstep: Class 15 contains 1554 members Mstep: Class 16 contains 4994 members Mstep: Class 17 contains 13316 members Mstep: Class 18 contains 7047 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8553 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18833 members Mstep: Class 24 contains 2089 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14703 members Mstep: Class 31 contains 4058 members Mstep: Class 32 contains 14080 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6435 members Mstep: Class 35 contains 4732 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12331 members Mstep: Class 38 contains 738 members Mstep: Class 39 contains 2778 members Mstep: Class 40 contains 10976 members Mstep: Class 41 contains 19323 members Mstep: Class 42 contains 3176 members Mstep: Class 43 contains 5155 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21405 members Mstep: Class 48 contains 40365 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989764.000000 Penalty: 20495.111328 Iteration 190Q: 50 clusters Score -8989764 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4235 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 3246 members Mstep: Class 7 contains 9885 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3073 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3710 members Mstep: Class 12 contains 14523 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7643 members Mstep: Class 15 contains 1552 members Mstep: Class 16 contains 4999 members Mstep: Class 17 contains 13315 members Mstep: Class 18 contains 7047 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8557 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18835 members Mstep: Class 24 contains 2108 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14673 members Mstep: Class 31 contains 4029 members Mstep: Class 32 contains 14082 members Mstep: Class 33 contains 2120 members Mstep: Class 34 contains 6436 members Mstep: Class 35 contains 4766 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12324 members Mstep: Class 38 contains 740 members Mstep: Class 39 contains 2781 members Mstep: Class 40 contains 10975 members Mstep: Class 41 contains 19321 members Mstep: Class 42 contains 3177 members Mstep: Class 43 contains 5157 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21399 members Mstep: Class 48 contains 40369 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989785.000000 Penalty: 20495.111328 Iteration 191Q: 50 clusters Score -8989785 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4232 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3257 members Mstep: Class 7 contains 9889 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3707 members Mstep: Class 12 contains 14520 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7639 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5003 members Mstep: Class 17 contains 13313 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8560 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18834 members Mstep: Class 24 contains 2134 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14645 members Mstep: Class 31 contains 3995 members Mstep: Class 32 contains 14084 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4799 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12313 members Mstep: Class 38 contains 741 members Mstep: Class 39 contains 2784 members Mstep: Class 40 contains 10982 members Mstep: Class 41 contains 19321 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5155 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21395 members Mstep: Class 48 contains 40377 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989800.000000 Penalty: 20495.111328 Iteration 192Q: 50 clusters Score -8989800 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4229 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3269 members Mstep: Class 7 contains 9893 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3061 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 3709 members Mstep: Class 12 contains 14515 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7638 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5005 members Mstep: Class 17 contains 13313 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18827 members Mstep: Class 24 contains 2150 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14640 members Mstep: Class 31 contains 3963 members Mstep: Class 32 contains 14085 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4820 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12299 members Mstep: Class 38 contains 742 members Mstep: Class 39 contains 2784 members Mstep: Class 40 contains 10990 members Mstep: Class 41 contains 19322 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5152 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21394 members Mstep: Class 48 contains 40380 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989802.000000 Penalty: 20495.111328 Iteration 193Q: 50 clusters Score -8989802 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3276 members Mstep: Class 7 contains 9894 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3058 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3709 members Mstep: Class 12 contains 14510 members Mstep: Class 13 contains 5574 members Mstep: Class 14 contains 7632 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5012 members Mstep: Class 17 contains 13310 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8562 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18826 members Mstep: Class 24 contains 2175 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6238 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14625 members Mstep: Class 31 contains 3937 members Mstep: Class 32 contains 14085 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4844 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12286 members Mstep: Class 38 contains 743 members Mstep: Class 39 contains 2785 members Mstep: Class 40 contains 10997 members Mstep: Class 41 contains 19319 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5151 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21392 members Mstep: Class 48 contains 40383 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989784.000000 Penalty: 20495.111328 Iteration 194Q: 50 clusters Score -8989784 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3285 members Mstep: Class 7 contains 9894 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 3709 members Mstep: Class 12 contains 14502 members Mstep: Class 13 contains 5573 members Mstep: Class 14 contains 7631 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5019 members Mstep: Class 17 contains 13305 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8562 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18827 members Mstep: Class 24 contains 2212 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6239 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14611 members Mstep: Class 31 contains 3923 members Mstep: Class 32 contains 14087 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4858 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12273 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2787 members Mstep: Class 40 contains 10997 members Mstep: Class 41 contains 19317 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5144 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21390 members Mstep: Class 48 contains 40382 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989834.000000 Penalty: 20495.111328 Iteration 195Q: 50 clusters Score -8989834 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3296 members Mstep: Class 7 contains 9894 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 3707 members Mstep: Class 12 contains 14499 members Mstep: Class 13 contains 5572 members Mstep: Class 14 contains 7626 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5028 members Mstep: Class 17 contains 13299 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18827 members Mstep: Class 24 contains 2232 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6240 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14597 members Mstep: Class 31 contains 3912 members Mstep: Class 32 contains 14088 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4874 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12259 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 11000 members Mstep: Class 41 contains 19314 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5144 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21389 members Mstep: Class 48 contains 40385 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989829.000000 Penalty: 20495.111328 Iteration 196Q: 50 clusters Score -8989829 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1464 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3298 members Mstep: Class 7 contains 9893 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 1262 members Mstep: Class 11 contains 3704 members Mstep: Class 12 contains 14495 members Mstep: Class 13 contains 5573 members Mstep: Class 14 contains 7622 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5034 members Mstep: Class 17 contains 13295 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8562 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18828 members Mstep: Class 24 contains 2256 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2877 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14588 members Mstep: Class 31 contains 3903 members Mstep: Class 32 contains 14088 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4894 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12252 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2786 members Mstep: Class 40 contains 10995 members Mstep: Class 41 contains 19312 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5142 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21387 members Mstep: Class 48 contains 40385 members Mstep: Class 49 contains 2981 members Entering Unmasked Estep ConsiderDeletion Score: -8989850.000000 Penalty: 20495.111328 Iteration 197Q: 50 clusters Score -8989850 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1465 members Mstep: Class 5 contains 1951 members Mstep: Class 6 contains 3296 members Mstep: Class 7 contains 9892 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 3701 members Mstep: Class 12 contains 14491 members Mstep: Class 13 contains 5573 members Mstep: Class 14 contains 7616 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 13293 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18829 members Mstep: Class 24 contains 2277 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2876 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3110 members Mstep: Class 30 contains 14583 members Mstep: Class 31 contains 3897 members Mstep: Class 32 contains 14091 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4917 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12234 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2786 members Mstep: Class 40 contains 10992 members Mstep: Class 41 contains 19310 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5142 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21386 members Mstep: Class 48 contains 40387 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989839.000000 Penalty: 20495.111328 Iteration 198Q: 50 clusters Score -8989839 nChanged 85 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3295 members Mstep: Class 7 contains 9890 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3701 members Mstep: Class 12 contains 14487 members Mstep: Class 13 contains 5572 members Mstep: Class 14 contains 7616 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5039 members Mstep: Class 17 contains 13291 members Mstep: Class 18 contains 7049 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8565 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18828 members Mstep: Class 24 contains 2297 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 14580 members Mstep: Class 31 contains 3888 members Mstep: Class 32 contains 14092 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4932 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12224 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10988 members Mstep: Class 41 contains 19309 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5139 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21385 members Mstep: Class 48 contains 40388 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989849.000000 Penalty: 20495.111328 Iteration 199Q: 50 clusters Score -8989849 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4227 members Mstep: Class 4 contains 1465 members Mstep: Class 5 contains 1951 members Mstep: Class 6 contains 3298 members Mstep: Class 7 contains 9890 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 3701 members Mstep: Class 12 contains 14484 members Mstep: Class 13 contains 5571 members Mstep: Class 14 contains 7614 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5042 members Mstep: Class 17 contains 13290 members Mstep: Class 18 contains 7053 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8565 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18829 members Mstep: Class 24 contains 2309 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2874 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 14575 members Mstep: Class 31 contains 3883 members Mstep: Class 32 contains 14092 members Mstep: Class 33 contains 2119 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4944 members Mstep: Class 36 contains 7852 members Mstep: Class 37 contains 12217 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10986 members Mstep: Class 41 contains 19304 members Mstep: Class 42 contains 3178 members Mstep: Class 43 contains 5138 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40389 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989846.000000 Penalty: 20495.111328 Iteration 200F: 50 clusters Score -8989846 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4227 members Mstep: Class 4 contains 1465 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 3300 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3700 members Mstep: Class 12 contains 14481 members Mstep: Class 13 contains 5572 members Mstep: Class 14 contains 7612 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5047 members Mstep: Class 17 contains 13287 members Mstep: Class 18 contains 7052 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18829 members Mstep: Class 24 contains 2323 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 14567 members Mstep: Class 31 contains 3878 members Mstep: Class 32 contains 14090 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4954 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12212 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10984 members Mstep: Class 41 contains 19303 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5137 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21385 members Mstep: Class 48 contains 40390 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989861.000000 Penalty: 20495.111328 Iteration 201Q: 50 clusters Score -8989861 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 3302 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1259 members Mstep: Class 11 contains 3699 members Mstep: Class 12 contains 14475 members Mstep: Class 13 contains 5570 members Mstep: Class 14 contains 7610 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5053 members Mstep: Class 17 contains 13282 members Mstep: Class 18 contains 7053 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18829 members Mstep: Class 24 contains 2348 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3109 members Mstep: Class 30 contains 14555 members Mstep: Class 31 contains 3874 members Mstep: Class 32 contains 14089 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4966 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12213 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2786 members Mstep: Class 40 contains 10980 members Mstep: Class 41 contains 19302 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5132 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21385 members Mstep: Class 48 contains 40392 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989857.000000 Penalty: 20495.111328 Iteration 202Q: 50 clusters Score -8989857 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1951 members Mstep: Class 6 contains 3303 members Mstep: Class 7 contains 9892 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 3698 members Mstep: Class 12 contains 14471 members Mstep: Class 13 contains 5565 members Mstep: Class 14 contains 7606 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5057 members Mstep: Class 17 contains 13279 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18827 members Mstep: Class 24 contains 2362 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1653 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14548 members Mstep: Class 31 contains 3867 members Mstep: Class 32 contains 14090 members Mstep: Class 33 contains 2117 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4971 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12216 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2784 members Mstep: Class 40 contains 10979 members Mstep: Class 41 contains 19302 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5134 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 345 members Mstep: Class 47 contains 21385 members Mstep: Class 48 contains 40397 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989861.000000 Penalty: 20495.111328 Iteration 203Q: 50 clusters Score -8989861 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 3304 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 3698 members Mstep: Class 12 contains 14467 members Mstep: Class 13 contains 5561 members Mstep: Class 14 contains 7604 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5058 members Mstep: Class 17 contains 13278 members Mstep: Class 18 contains 7055 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18829 members Mstep: Class 24 contains 2373 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14544 members Mstep: Class 31 contains 3862 members Mstep: Class 32 contains 14094 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4977 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12219 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2785 members Mstep: Class 40 contains 10977 members Mstep: Class 41 contains 19301 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5127 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21383 members Mstep: Class 48 contains 40399 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989888.000000 Penalty: 20495.111328 Iteration 204Q: 50 clusters Score -8989888 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1951 members Mstep: Class 6 contains 3306 members Mstep: Class 7 contains 9892 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3045 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 3696 members Mstep: Class 12 contains 14465 members Mstep: Class 13 contains 5557 members Mstep: Class 14 contains 7604 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5062 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7055 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2375 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14544 members Mstep: Class 31 contains 3856 members Mstep: Class 32 contains 14097 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4983 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12219 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2786 members Mstep: Class 40 contains 10978 members Mstep: Class 41 contains 19299 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21383 members Mstep: Class 48 contains 40397 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989885.000000 Penalty: 20495.111328 Iteration 205Q: 50 clusters Score -8989885 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3045 members Mstep: Class 10 contains 1262 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14465 members Mstep: Class 13 contains 5551 members Mstep: Class 14 contains 7605 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5064 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2380 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14545 members Mstep: Class 31 contains 3849 members Mstep: Class 32 contains 14100 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4988 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12214 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2787 members Mstep: Class 40 contains 10980 members Mstep: Class 41 contains 19296 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40398 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989886.000000 Penalty: 20495.111328 Iteration 206Q: 50 clusters Score -8989886 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1467 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5546 members Mstep: Class 14 contains 7605 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5067 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8563 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2387 members Mstep: Class 25 contains 2307 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14539 members Mstep: Class 31 contains 3846 members Mstep: Class 32 contains 14103 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4994 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12210 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10981 members Mstep: Class 41 contains 19293 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 713 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40399 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989898.000000 Penalty: 20495.111328 Iteration 207Q: 50 clusters Score -8989898 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5541 members Mstep: Class 14 contains 7603 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5070 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8563 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2391 members Mstep: Class 25 contains 2307 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14537 members Mstep: Class 31 contains 3844 members Mstep: Class 32 contains 14104 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 4999 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12207 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10981 members Mstep: Class 41 contains 19290 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5122 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40402 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989908.000000 Penalty: 20495.111328 Iteration 208Q: 50 clusters Score -8989908 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1467 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9892 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5534 members Mstep: Class 14 contains 7602 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5071 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8563 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2395 members Mstep: Class 25 contains 2307 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14535 members Mstep: Class 31 contains 3841 members Mstep: Class 32 contains 14110 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5002 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12205 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2788 members Mstep: Class 40 contains 10983 members Mstep: Class 41 contains 19289 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40402 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989911.000000 Penalty: 20495.111328 Iteration 209Q: 50 clusters Score -8989911 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9894 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5530 members Mstep: Class 14 contains 7600 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8563 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2306 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14536 members Mstep: Class 31 contains 3839 members Mstep: Class 32 contains 14113 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5007 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12205 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2789 members Mstep: Class 40 contains 10981 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40401 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989902.000000 Penalty: 20495.111328 Iteration 210Q: 50 clusters Score -8989902 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9894 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5524 members Mstep: Class 14 contains 7599 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8563 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2397 members Mstep: Class 25 contains 2305 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14537 members Mstep: Class 31 contains 3838 members Mstep: Class 32 contains 14114 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5010 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12208 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2790 members Mstep: Class 40 contains 10976 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40405 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989915.000000 Penalty: 20495.111328 Iteration 211Q: 50 clusters Score -8989915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9893 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3695 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5523 members Mstep: Class 14 contains 7597 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8562 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2397 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14537 members Mstep: Class 31 contains 3837 members Mstep: Class 32 contains 14116 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5016 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12207 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2790 members Mstep: Class 40 contains 10974 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40405 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989921.000000 Penalty: 20495.111328 Iteration 212Q: 50 clusters Score -8989921 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3694 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7595 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2397 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14537 members Mstep: Class 31 contains 3837 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5019 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12207 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2790 members Mstep: Class 40 contains 10974 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989913.000000 Penalty: 20495.111328 Iteration 213Q: 50 clusters Score -8989913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3692 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7593 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3837 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5024 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12207 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2790 members Mstep: Class 40 contains 10973 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3179 members Mstep: Class 43 contains 5121 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989910.000000 Penalty: 20495.111328 Iteration 214Q: 50 clusters Score -8989910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7591 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3836 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5028 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12208 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2791 members Mstep: Class 40 contains 10970 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5122 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989913.000000 Penalty: 20495.111328 Iteration 215Q: 50 clusters Score -8989913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7589 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3836 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5032 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12210 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2791 members Mstep: Class 40 contains 10965 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5122 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989912.000000 Penalty: 20495.111328 Iteration 216Q: 50 clusters Score -8989912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7587 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3836 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5034 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12210 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2792 members Mstep: Class 40 contains 10963 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989912.000000 Penalty: 20495.111328 Iteration 217Q: 50 clusters Score -8989912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3836 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5037 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12211 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2792 members Mstep: Class 40 contains 10961 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989919.000000 Penalty: 20495.111328 Iteration 218Q: 50 clusters Score -8989919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3835 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5039 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12211 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2793 members Mstep: Class 40 contains 10959 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989917.000000 Penalty: 20495.111328 Iteration 219Q: 50 clusters Score -8989917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3833 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5038 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12213 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10959 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989917.000000 Penalty: 20495.111328 Iteration 220F: 50 clusters Score -8989917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3830 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5039 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12215 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10959 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5123 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989921.000000 Penalty: 20495.111328 Iteration 221Q: 50 clusters Score -8989921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3827 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5040 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12218 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10957 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989905.000000 Penalty: 20495.111328 Iteration 222Q: 50 clusters Score -8989905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7585 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3825 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5041 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12220 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10956 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989903.000000 Penalty: 20495.111328 Iteration 223Q: 50 clusters Score -8989903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7586 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3823 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5041 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12221 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10956 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989898.000000 Penalty: 20495.111328 Iteration 224Q: 50 clusters Score -8989898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 3305 members Mstep: Class 7 contains 9891 members Mstep: Class 8 contains 263 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 14466 members Mstep: Class 13 contains 5522 members Mstep: Class 14 contains 7586 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 5072 members Mstep: Class 17 contains 13276 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 8561 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 70 members Mstep: Class 23 contains 18830 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 2304 members Mstep: Class 26 contains 1654 members Mstep: Class 27 contains 2875 members Mstep: Class 28 contains 6241 members Mstep: Class 29 contains 3108 members Mstep: Class 30 contains 14538 members Mstep: Class 31 contains 3823 members Mstep: Class 32 contains 14117 members Mstep: Class 33 contains 2118 members Mstep: Class 34 contains 6437 members Mstep: Class 35 contains 5041 members Mstep: Class 36 contains 7851 members Mstep: Class 37 contains 12221 members Mstep: Class 38 contains 744 members Mstep: Class 39 contains 2794 members Mstep: Class 40 contains 10956 members Mstep: Class 41 contains 19288 members Mstep: Class 42 contains 3180 members Mstep: Class 43 contains 5124 members Mstep: Class 44 contains 712 members Mstep: Class 45 contains 487 members Mstep: Class 46 contains 344 members Mstep: Class 47 contains 21384 members Mstep: Class 48 contains 40407 members Mstep: Class 49 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -8989898.000000 Penalty: 20495.111328 Iteration 225F: 50 clusters Score -8989898 nChanged 0 Won't try splitting - already at maximum number of clusters 20->50 Clusters: Score -8989898.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 319584 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16180 members Mstep: Class 2 contains 15874 members Mstep: Class 3 contains 15907 members Mstep: Class 4 contains 16005 members Mstep: Class 5 contains 16033 members Mstep: Class 6 contains 15962 members Mstep: Class 7 contains 15856 members Mstep: Class 8 contains 16062 members Mstep: Class 9 contains 15962 members Mstep: Class 10 contains 15804 members Mstep: Class 11 contains 16039 members Mstep: Class 12 contains 16042 members Mstep: Class 13 contains 15937 members Mstep: Class 14 contains 16098 members Mstep: Class 15 contains 15981 members Mstep: Class 16 contains 16075 members Mstep: Class 17 contains 15823 members Mstep: Class 18 contains 15924 members Mstep: Class 19 contains 15998 members Mstep: Class 20 contains 16022 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 7.334090 but Gain 418.267578 Score: -6784618.000000 Penalty: 7947.083984 Iteration 0F: 20 clusters Score -6784618 nChanged 303082 Entering Unmasked Mstep Mstep: Class 0 contains 2327 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 17000 members Mstep: Class 3 contains 6574 members Mstep: Class 4 contains 7746 members Mstep: Class 5 contains 10670 members Mstep: Class 6 contains 9393 members Mstep: Class 7 contains 913 members Mstep: Class 9 contains 2794 members Mstep: Class 10 contains 15448 members Mstep: Class 11 contains 9269 members Mstep: Class 12 contains 4464 members Mstep: Class 13 contains 5740 members Mstep: Class 14 contains 172142 members Mstep: Class 15 contains 7262 members Mstep: Class 16 contains 13279 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 5394 members Mstep: Class 19 contains 11147 members Mstep: Class 20 contains 8767 members Entering Unmasked Estep ConsiderDeletion Score: -8213434.000000 Penalty: 7947.083984 Iteration 1F: 20 clusters Score -8213434 nChanged 71473 Entering Unmasked Mstep Mstep: Class 0 contains 642 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 18505 members Mstep: Class 3 contains 9840 members Mstep: Class 4 contains 6875 members Mstep: Class 5 contains 7912 members Mstep: Class 6 contains 7585 members Mstep: Class 7 contains 1275 members Mstep: Class 9 contains 1941 members Mstep: Class 10 contains 11633 members Mstep: Class 11 contains 4816 members Mstep: Class 12 contains 4166 members Mstep: Class 13 contains 6693 members Mstep: Class 14 contains 190660 members Mstep: Class 15 contains 4937 members Mstep: Class 16 contains 7631 members Mstep: Class 17 contains 7449 members Mstep: Class 18 contains 6523 members Mstep: Class 19 contains 9066 members Mstep: Class 20 contains 10155 members Entering Unmasked Estep ConsiderDeletion Score: -8375873.500000 Penalty: 7947.083984 Iteration 2F: 20 clusters Score -8375874 nChanged 50116 Entering Unmasked Mstep Mstep: Class 0 contains 325 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 25003 members Mstep: Class 3 contains 20382 members Mstep: Class 4 contains 7140 members Mstep: Class 5 contains 5239 members Mstep: Class 6 contains 7302 members Mstep: Class 7 contains 1975 members Mstep: Class 9 contains 2297 members Mstep: Class 10 contains 9357 members Mstep: Class 11 contains 2541 members Mstep: Class 12 contains 4732 members Mstep: Class 13 contains 10002 members Mstep: Class 14 contains 181668 members Mstep: Class 15 contains 3472 members Mstep: Class 16 contains 4515 members Mstep: Class 17 contains 6288 members Mstep: Class 18 contains 7616 members Mstep: Class 19 contains 9376 members Mstep: Class 20 contains 9404 members Entering Unmasked Estep ConsiderDeletion Score: -8474095.000000 Penalty: 7947.083984 Iteration 3F: 20 clusters Score -8474095 nChanged 38503 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 26553 members Mstep: Class 3 contains 32929 members Mstep: Class 4 contains 7566 members Mstep: Class 5 contains 3504 members Mstep: Class 6 contains 7679 members Mstep: Class 7 contains 2354 members Mstep: Class 9 contains 2925 members Mstep: Class 10 contains 8680 members Mstep: Class 11 contains 1778 members Mstep: Class 12 contains 5164 members Mstep: Class 13 contains 12203 members Mstep: Class 14 contains 168864 members Mstep: Class 15 contains 2863 members Mstep: Class 16 contains 3601 members Mstep: Class 17 contains 5504 members Mstep: Class 18 contains 8613 members Mstep: Class 19 contains 9028 members Mstep: Class 20 contains 8789 members Entering Unmasked Estep ConsiderDeletion Score: -8527009.000000 Penalty: 7947.083984 Iteration 4F: 20 clusters Score -8527009 nChanged 31780 Entering Unmasked Mstep Mstep: Class 0 contains 142 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 25801 members Mstep: Class 3 contains 44577 members Mstep: Class 4 contains 8128 members Mstep: Class 5 contains 2845 members Mstep: Class 6 contains 8429 members Mstep: Class 7 contains 2491 members Mstep: Class 9 contains 3610 members Mstep: Class 10 contains 9022 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 5181 members Mstep: Class 13 contains 13828 members Mstep: Class 14 contains 156067 members Mstep: Class 15 contains 2454 members Mstep: Class 16 contains 3489 members Mstep: Class 17 contains 4971 members Mstep: Class 18 contains 9619 members Mstep: Class 19 contains 8339 members Mstep: Class 20 contains 8210 members Entering Unmasked Estep ConsiderDeletion Score: -8565591.000000 Penalty: 7947.083984 Iteration 5F: 20 clusters Score -8565591 nChanged 26527 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 24866 members Mstep: Class 3 contains 52606 members Mstep: Class 4 contains 8429 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 9500 members Mstep: Class 7 contains 2455 members Mstep: Class 9 contains 4886 members Mstep: Class 10 contains 9689 members Mstep: Class 11 contains 1703 members Mstep: Class 12 contains 4817 members Mstep: Class 13 contains 15322 members Mstep: Class 14 contains 145028 members Mstep: Class 15 contains 2267 members Mstep: Class 16 contains 3385 members Mstep: Class 17 contains 4744 members Mstep: Class 18 contains 10587 members Mstep: Class 19 contains 8178 members Mstep: Class 20 contains 7645 members Entering Unmasked Estep ConsiderDeletion Score: -8599035.000000 Penalty: 7947.083984 Iteration 6F: 20 clusters Score -8599035 nChanged 23785 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 24072 members Mstep: Class 3 contains 57017 members Mstep: Class 4 contains 8344 members Mstep: Class 5 contains 2632 members Mstep: Class 6 contains 10255 members Mstep: Class 7 contains 2099 members Mstep: Class 9 contains 9908 members Mstep: Class 10 contains 9438 members Mstep: Class 11 contains 1601 members Mstep: Class 12 contains 4192 members Mstep: Class 13 contains 16888 members Mstep: Class 14 contains 136594 members Mstep: Class 15 contains 2307 members Mstep: Class 16 contains 2949 members Mstep: Class 17 contains 4645 members Mstep: Class 18 contains 10671 members Mstep: Class 19 contains 8459 members Mstep: Class 20 contains 6893 members Entering Unmasked Estep ConsiderDeletion Score: -8631404.000000 Penalty: 7947.083984 Iteration 7F: 20 clusters Score -8631404 nChanged 23042 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 23418 members Mstep: Class 3 contains 59233 members Mstep: Class 4 contains 8066 members Mstep: Class 5 contains 2736 members Mstep: Class 6 contains 10673 members Mstep: Class 7 contains 1803 members Mstep: Class 9 contains 18340 members Mstep: Class 10 contains 7909 members Mstep: Class 11 contains 1400 members Mstep: Class 12 contains 3745 members Mstep: Class 13 contains 18385 members Mstep: Class 14 contains 129550 members Mstep: Class 15 contains 2477 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 4764 members Mstep: Class 18 contains 9379 members Mstep: Class 19 contains 8831 members Mstep: Class 20 contains 6283 members Entering Unmasked Estep ConsiderDeletion Score: -8658196.000000 Penalty: 7947.083984 Iteration 8F: 20 clusters Score -8658196 nChanged 18896 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 22771 members Mstep: Class 3 contains 59674 members Mstep: Class 4 contains 7694 members Mstep: Class 5 contains 2879 members Mstep: Class 6 contains 10903 members Mstep: Class 7 contains 1663 members Mstep: Class 9 contains 24906 members Mstep: Class 10 contains 7143 members Mstep: Class 11 contains 1414 members Mstep: Class 12 contains 3893 members Mstep: Class 13 contains 19807 members Mstep: Class 14 contains 123603 members Mstep: Class 15 contains 2928 members Mstep: Class 16 contains 1585 members Mstep: Class 17 contains 5050 members Mstep: Class 18 contains 7974 members Mstep: Class 19 contains 9267 members Mstep: Class 20 contains 5950 members Entering Unmasked Estep ConsiderDeletion Score: -8675409.000000 Penalty: 7947.083984 Iteration 9F: 20 clusters Score -8675409 nChanged 15425 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 22224 members Mstep: Class 3 contains 59014 members Mstep: Class 4 contains 7323 members Mstep: Class 5 contains 3038 members Mstep: Class 6 contains 11058 members Mstep: Class 7 contains 1646 members Mstep: Class 9 contains 28932 members Mstep: Class 10 contains 6983 members Mstep: Class 11 contains 1820 members Mstep: Class 12 contains 4195 members Mstep: Class 13 contains 21158 members Mstep: Class 14 contains 118585 members Mstep: Class 15 contains 3440 members Mstep: Class 16 contains 1431 members Mstep: Class 17 contains 5368 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 9800 members Mstep: Class 20 contains 5780 members Entering Unmasked Estep ConsiderDeletion Score: -8688773.000000 Penalty: 7947.083984 Iteration 10Q: 20 clusters Score -8688773 nChanged 13106 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 21654 members Mstep: Class 3 contains 58074 members Mstep: Class 4 contains 6993 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 11214 members Mstep: Class 7 contains 1679 members Mstep: Class 9 contains 31233 members Mstep: Class 10 contains 7071 members Mstep: Class 11 contains 2443 members Mstep: Class 12 contains 4425 members Mstep: Class 13 contains 22241 members Mstep: Class 14 contains 114369 members Mstep: Class 15 contains 4066 members Mstep: Class 16 contains 1561 members Mstep: Class 17 contains 5768 members Mstep: Class 18 contains 6947 members Mstep: Class 19 contains 10424 members Mstep: Class 20 contains 5700 members Entering Unmasked Estep ConsiderDeletion Score: -8701810.000000 Penalty: 7947.083984 Iteration 11Q: 20 clusters Score -8701810 nChanged 11310 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 21089 members Mstep: Class 3 contains 57061 members Mstep: Class 4 contains 6713 members Mstep: Class 5 contains 3262 members Mstep: Class 6 contains 11340 members Mstep: Class 7 contains 1759 members Mstep: Class 9 contains 32533 members Mstep: Class 10 contains 7261 members Mstep: Class 11 contains 3173 members Mstep: Class 12 contains 4478 members Mstep: Class 13 contains 23057 members Mstep: Class 14 contains 111046 members Mstep: Class 15 contains 4712 members Mstep: Class 16 contains 1850 members Mstep: Class 17 contains 6301 members Mstep: Class 18 contains 6651 members Mstep: Class 19 contains 11109 members Mstep: Class 20 contains 5578 members Entering Unmasked Estep ConsiderDeletion Score: -8713506.000000 Penalty: 7947.083984 Iteration 12Q: 20 clusters Score -8713506 nChanged 9724 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 20883 members Mstep: Class 3 contains 55999 members Mstep: Class 4 contains 6468 members Mstep: Class 5 contains 3341 members Mstep: Class 6 contains 11473 members Mstep: Class 7 contains 1871 members Mstep: Class 9 contains 33249 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 3970 members Mstep: Class 12 contains 4489 members Mstep: Class 13 contains 23569 members Mstep: Class 14 contains 108369 members Mstep: Class 15 contains 5015 members Mstep: Class 16 contains 2236 members Mstep: Class 17 contains 6954 members Mstep: Class 18 contains 6397 members Mstep: Class 19 contains 11673 members Mstep: Class 20 contains 5393 members Entering Unmasked Estep ConsiderDeletion Score: -8722192.000000 Penalty: 7947.083984 Iteration 13Q: 20 clusters Score -8722192 nChanged 8771 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 20809 members Mstep: Class 3 contains 54963 members Mstep: Class 4 contains 6219 members Mstep: Class 5 contains 3390 members Mstep: Class 6 contains 11564 members Mstep: Class 7 contains 1949 members Mstep: Class 9 contains 33489 members Mstep: Class 10 contains 7919 members Mstep: Class 11 contains 4794 members Mstep: Class 12 contains 4599 members Mstep: Class 13 contains 23633 members Mstep: Class 14 contains 106233 members Mstep: Class 15 contains 5134 members Mstep: Class 16 contains 2770 members Mstep: Class 17 contains 7824 members Mstep: Class 18 contains 6225 members Mstep: Class 19 contains 12188 members Mstep: Class 20 contains 5177 members Entering Unmasked Estep ConsiderDeletion Score: -8729732.000000 Penalty: 7947.083984 Iteration 14Q: 20 clusters Score -8729732 nChanged 7900 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 20772 members Mstep: Class 3 contains 53947 members Mstep: Class 4 contains 5999 members Mstep: Class 5 contains 3422 members Mstep: Class 6 contains 11650 members Mstep: Class 7 contains 1993 members Mstep: Class 9 contains 33583 members Mstep: Class 10 contains 8185 members Mstep: Class 11 contains 5513 members Mstep: Class 12 contains 4766 members Mstep: Class 13 contains 23321 members Mstep: Class 14 contains 104455 members Mstep: Class 15 contains 5172 members Mstep: Class 16 contains 3382 members Mstep: Class 17 contains 8611 members Mstep: Class 18 contains 6304 members Mstep: Class 19 contains 12669 members Mstep: Class 20 contains 5062 members Entering Unmasked Estep ConsiderDeletion Score: -8734033.000000 Penalty: 7947.083984 Iteration 15Q: 20 clusters Score -8734033 nChanged 7253 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 20735 members Mstep: Class 3 contains 52934 members Mstep: Class 4 contains 5791 members Mstep: Class 5 contains 3447 members Mstep: Class 6 contains 11730 members Mstep: Class 7 contains 2055 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 8404 members Mstep: Class 11 contains 6184 members Mstep: Class 12 contains 4943 members Mstep: Class 13 contains 22783 members Mstep: Class 14 contains 102941 members Mstep: Class 15 contains 5186 members Mstep: Class 16 contains 4068 members Mstep: Class 17 contains 9264 members Mstep: Class 18 contains 6308 members Mstep: Class 19 contains 13297 members Mstep: Class 20 contains 4954 members Entering Unmasked Estep ConsiderDeletion Score: -8737471.000000 Penalty: 7947.083984 Iteration 16Q: 20 clusters Score -8737471 nChanged 6786 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 20684 members Mstep: Class 3 contains 51969 members Mstep: Class 4 contains 5603 members Mstep: Class 5 contains 3512 members Mstep: Class 6 contains 11788 members Mstep: Class 7 contains 2094 members Mstep: Class 9 contains 33894 members Mstep: Class 10 contains 8557 members Mstep: Class 11 contains 6774 members Mstep: Class 12 contains 5141 members Mstep: Class 13 contains 21939 members Mstep: Class 14 contains 101598 members Mstep: Class 15 contains 5192 members Mstep: Class 16 contains 4947 members Mstep: Class 17 contains 9829 members Mstep: Class 18 contains 6293 members Mstep: Class 19 contains 13976 members Mstep: Class 20 contains 4875 members Entering Unmasked Estep ConsiderDeletion Score: -8740521.000000 Penalty: 7947.083984 Iteration 17Q: 20 clusters Score -8740521 nChanged 6433 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 20633 members Mstep: Class 3 contains 51064 members Mstep: Class 4 contains 5473 members Mstep: Class 5 contains 3578 members Mstep: Class 6 contains 11882 members Mstep: Class 7 contains 2185 members Mstep: Class 9 contains 34098 members Mstep: Class 10 contains 8728 members Mstep: Class 11 contains 7297 members Mstep: Class 12 contains 5284 members Mstep: Class 13 contains 20782 members Mstep: Class 14 contains 100310 members Mstep: Class 15 contains 5195 members Mstep: Class 16 contains 6048 members Mstep: Class 17 contains 10245 members Mstep: Class 18 contains 6259 members Mstep: Class 19 contains 14727 members Mstep: Class 20 contains 4808 members Entering Unmasked Estep ConsiderDeletion Score: -8743275.000000 Penalty: 7947.083984 Iteration 18Q: 20 clusters Score -8743275 nChanged 6415 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 20587 members Mstep: Class 3 contains 50236 members Mstep: Class 4 contains 5322 members Mstep: Class 5 contains 3672 members Mstep: Class 6 contains 11977 members Mstep: Class 7 contains 2330 members Mstep: Class 9 contains 34253 members Mstep: Class 10 contains 8843 members Mstep: Class 11 contains 7745 members Mstep: Class 12 contains 5391 members Mstep: Class 13 contains 19420 members Mstep: Class 14 contains 99057 members Mstep: Class 15 contains 5195 members Mstep: Class 16 contains 7386 members Mstep: Class 17 contains 10612 members Mstep: Class 18 contains 6159 members Mstep: Class 19 contains 15605 members Mstep: Class 20 contains 4738 members Entering Unmasked Estep ConsiderDeletion Score: -8746312.000000 Penalty: 7947.083984 Iteration 19Q: 20 clusters Score -8746312 nChanged 6507 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 20543 members Mstep: Class 3 contains 49471 members Mstep: Class 4 contains 5170 members Mstep: Class 5 contains 3767 members Mstep: Class 6 contains 12081 members Mstep: Class 7 contains 2516 members Mstep: Class 9 contains 34363 members Mstep: Class 10 contains 8928 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 17731 members Mstep: Class 14 contains 97901 members Mstep: Class 15 contains 5192 members Mstep: Class 16 contains 8891 members Mstep: Class 17 contains 10913 members Mstep: Class 18 contains 6089 members Mstep: Class 19 contains 16614 members Mstep: Class 20 contains 4657 members Entering Unmasked Estep ConsiderDeletion Score: -8750892.000000 Penalty: 7947.083984 Iteration 20F: 20 clusters Score -8750892 nChanged 7699 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 20482 members Mstep: Class 3 contains 48778 members Mstep: Class 4 contains 5089 members Mstep: Class 5 contains 3830 members Mstep: Class 6 contains 12113 members Mstep: Class 7 contains 2758 members Mstep: Class 9 contains 34371 members Mstep: Class 10 contains 8944 members Mstep: Class 11 contains 8661 members Mstep: Class 12 contains 5510 members Mstep: Class 13 contains 15370 members Mstep: Class 14 contains 96359 members Mstep: Class 15 contains 5201 members Mstep: Class 16 contains 11256 members Mstep: Class 17 contains 11149 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 17773 members Mstep: Class 20 contains 4587 members Entering Unmasked Estep ConsiderDeletion Score: -8756377.000000 Penalty: 7947.083984 Iteration 21Q: 20 clusters Score -8756377 nChanged 8055 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 20448 members Mstep: Class 3 contains 48050 members Mstep: Class 4 contains 5032 members Mstep: Class 5 contains 3842 members Mstep: Class 6 contains 12169 members Mstep: Class 7 contains 3308 members Mstep: Class 9 contains 34166 members Mstep: Class 10 contains 9007 members Mstep: Class 11 contains 9076 members Mstep: Class 12 contains 5585 members Mstep: Class 13 contains 12888 members Mstep: Class 14 contains 94972 members Mstep: Class 15 contains 5198 members Mstep: Class 16 contains 13411 members Mstep: Class 17 contains 11322 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 19114 members Mstep: Class 20 contains 4479 members Entering Unmasked Estep ConsiderDeletion Score: -8761928.000000 Penalty: 7947.083984 Iteration 22Q: 20 clusters Score -8761928 nChanged 8172 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 20415 members Mstep: Class 3 contains 47309 members Mstep: Class 4 contains 4943 members Mstep: Class 5 contains 3856 members Mstep: Class 6 contains 12257 members Mstep: Class 7 contains 4180 members Mstep: Class 9 contains 33858 members Mstep: Class 10 contains 8997 members Mstep: Class 11 contains 9451 members Mstep: Class 12 contains 5683 members Mstep: Class 13 contains 10403 members Mstep: Class 14 contains 93835 members Mstep: Class 15 contains 5194 members Mstep: Class 16 contains 15187 members Mstep: Class 17 contains 11435 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 20592 members Mstep: Class 20 contains 4339 members Entering Unmasked Estep ConsiderDeletion Score: -8767000.000000 Penalty: 7947.083984 Iteration 23Q: 20 clusters Score -8767000 nChanged 7874 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 20392 members Mstep: Class 3 contains 46475 members Mstep: Class 4 contains 4863 members Mstep: Class 5 contains 3952 members Mstep: Class 6 contains 12351 members Mstep: Class 7 contains 5174 members Mstep: Class 9 contains 33480 members Mstep: Class 10 contains 8931 members Mstep: Class 11 contains 9747 members Mstep: Class 12 contains 5788 members Mstep: Class 13 contains 8080 members Mstep: Class 14 contains 93009 members Mstep: Class 15 contains 5194 members Mstep: Class 16 contains 16552 members Mstep: Class 17 contains 11471 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 22181 members Mstep: Class 20 contains 4196 members Entering Unmasked Estep ConsiderDeletion Score: -8770590.000000 Penalty: 7947.083984 Iteration 24Q: 20 clusters Score -8770590 nChanged 7229 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 20366 members Mstep: Class 3 contains 45441 members Mstep: Class 4 contains 4763 members Mstep: Class 5 contains 4111 members Mstep: Class 6 contains 12464 members Mstep: Class 7 contains 5963 members Mstep: Class 9 contains 33349 members Mstep: Class 10 contains 8871 members Mstep: Class 11 contains 9957 members Mstep: Class 12 contains 5860 members Mstep: Class 13 contains 6080 members Mstep: Class 14 contains 92369 members Mstep: Class 15 contains 5192 members Mstep: Class 16 contains 17551 members Mstep: Class 17 contains 11537 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 23771 members Mstep: Class 20 contains 4119 members Entering Unmasked Estep ConsiderDeletion Score: -8773543.000000 Penalty: 7947.083984 Iteration 25Q: 20 clusters Score -8773543 nChanged 6470 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 20348 members Mstep: Class 3 contains 44327 members Mstep: Class 4 contains 4678 members Mstep: Class 5 contains 4319 members Mstep: Class 6 contains 12562 members Mstep: Class 7 contains 6652 members Mstep: Class 9 contains 33297 members Mstep: Class 10 contains 8843 members Mstep: Class 11 contains 10121 members Mstep: Class 12 contains 5942 members Mstep: Class 13 contains 4491 members Mstep: Class 14 contains 91907 members Mstep: Class 15 contains 5189 members Mstep: Class 16 contains 18275 members Mstep: Class 17 contains 11612 members Mstep: Class 18 contains 5975 members Mstep: Class 19 contains 25158 members Mstep: Class 20 contains 4051 members Entering Unmasked Estep ConsiderDeletion Score: -8776520.000000 Penalty: 7947.083984 Iteration 26Q: 20 clusters Score -8776520 nChanged 6066 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 20334 members Mstep: Class 3 contains 43129 members Mstep: Class 4 contains 4600 members Mstep: Class 5 contains 4526 members Mstep: Class 6 contains 12673 members Mstep: Class 7 contains 7313 members Mstep: Class 9 contains 33261 members Mstep: Class 10 contains 8862 members Mstep: Class 11 contains 10284 members Mstep: Class 12 contains 6020 members Mstep: Class 13 contains 3278 members Mstep: Class 14 contains 91523 members Mstep: Class 15 contains 5186 members Mstep: Class 16 contains 18812 members Mstep: Class 17 contains 11685 members Mstep: Class 18 contains 5854 members Mstep: Class 19 contains 26310 members Mstep: Class 20 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -8779911.000000 Penalty: 7947.083984 Iteration 27Q: 20 clusters Score -8779911 nChanged 5602 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 20312 members Mstep: Class 3 contains 41860 members Mstep: Class 4 contains 4529 members Mstep: Class 5 contains 4743 members Mstep: Class 6 contains 12799 members Mstep: Class 7 contains 8005 members Mstep: Class 9 contains 33096 members Mstep: Class 10 contains 8872 members Mstep: Class 11 contains 10452 members Mstep: Class 12 contains 6100 members Mstep: Class 13 contains 2378 members Mstep: Class 14 contains 91203 members Mstep: Class 15 contains 5182 members Mstep: Class 16 contains 18965 members Mstep: Class 17 contains 11794 members Mstep: Class 18 contains 5997 members Mstep: Class 19 contains 27320 members Mstep: Class 20 contains 3988 members Entering Unmasked Estep ConsiderDeletion Score: -8782662.000000 Penalty: 7947.083984 Iteration 28Q: 20 clusters Score -8782662 nChanged 5328 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 20296 members Mstep: Class 3 contains 40555 members Mstep: Class 4 contains 4455 members Mstep: Class 5 contains 4907 members Mstep: Class 6 contains 12921 members Mstep: Class 7 contains 8773 members Mstep: Class 9 contains 32854 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 10620 members Mstep: Class 12 contains 6241 members Mstep: Class 13 contains 1716 members Mstep: Class 14 contains 90856 members Mstep: Class 15 contains 5179 members Mstep: Class 16 contains 18963 members Mstep: Class 17 contains 11966 members Mstep: Class 18 contains 6278 members Mstep: Class 19 contains 28108 members Mstep: Class 20 contains 3956 members Entering Unmasked Estep ConsiderDeletion Score: -8785596.000000 Penalty: 7947.083984 Iteration 29Q: 20 clusters Score -8785596 nChanged 5224 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 20281 members Mstep: Class 3 contains 39216 members Mstep: Class 4 contains 4395 members Mstep: Class 5 contains 5010 members Mstep: Class 6 contains 13072 members Mstep: Class 7 contains 9677 members Mstep: Class 9 contains 32747 members Mstep: Class 10 contains 8904 members Mstep: Class 11 contains 10726 members Mstep: Class 12 contains 6380 members Mstep: Class 13 contains 1339 members Mstep: Class 14 contains 90439 members Mstep: Class 15 contains 5174 members Mstep: Class 16 contains 18853 members Mstep: Class 17 contains 12153 members Mstep: Class 18 contains 6545 members Mstep: Class 19 contains 28633 members Mstep: Class 20 contains 3923 members Entering Unmasked Estep ConsiderDeletion Score: -8788820.000000 Penalty: 7947.083984 Iteration 30Q: 20 clusters Score -8788820 nChanged 5047 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 20251 members Mstep: Class 3 contains 37744 members Mstep: Class 4 contains 4337 members Mstep: Class 5 contains 5030 members Mstep: Class 6 contains 13244 members Mstep: Class 7 contains 10615 members Mstep: Class 9 contains 32966 members Mstep: Class 10 contains 8895 members Mstep: Class 11 contains 10805 members Mstep: Class 12 contains 6541 members Mstep: Class 13 contains 1257 members Mstep: Class 14 contains 89924 members Mstep: Class 15 contains 5172 members Mstep: Class 16 contains 18662 members Mstep: Class 17 contains 12324 members Mstep: Class 18 contains 6786 members Mstep: Class 19 contains 28950 members Mstep: Class 20 contains 3907 members Entering Unmasked Estep ConsiderDeletion Score: -8791832.000000 Penalty: 7947.083984 Iteration 31Q: 20 clusters Score -8791832 nChanged 5205 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 20211 members Mstep: Class 3 contains 36135 members Mstep: Class 4 contains 4281 members Mstep: Class 5 contains 5012 members Mstep: Class 6 contains 13444 members Mstep: Class 7 contains 11542 members Mstep: Class 9 contains 33532 members Mstep: Class 10 contains 8887 members Mstep: Class 11 contains 10866 members Mstep: Class 12 contains 6691 members Mstep: Class 13 contains 1344 members Mstep: Class 14 contains 89317 members Mstep: Class 15 contains 5168 members Mstep: Class 16 contains 18431 members Mstep: Class 17 contains 12493 members Mstep: Class 18 contains 7026 members Mstep: Class 19 contains 29049 members Mstep: Class 20 contains 3920 members Entering Unmasked Estep ConsiderDeletion Score: -8794920.000000 Penalty: 7947.083984 Iteration 32Q: 20 clusters Score -8794920 nChanged 4552 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 20173 members Mstep: Class 3 contains 35427 members Mstep: Class 4 contains 4255 members Mstep: Class 5 contains 5011 members Mstep: Class 6 contains 13660 members Mstep: Class 7 contains 12489 members Mstep: Class 9 contains 33476 members Mstep: Class 10 contains 8789 members Mstep: Class 11 contains 10829 members Mstep: Class 12 contains 6832 members Mstep: Class 13 contains 1400 members Mstep: Class 14 contains 88708 members Mstep: Class 15 contains 5165 members Mstep: Class 16 contains 18282 members Mstep: Class 17 contains 12657 members Mstep: Class 18 contains 7262 members Mstep: Class 19 contains 28915 members Mstep: Class 20 contains 3979 members Entering Unmasked Estep ConsiderDeletion Score: -8796979.000000 Penalty: 7947.083984 Iteration 33Q: 20 clusters Score -8796979 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 20137 members Mstep: Class 3 contains 35690 members Mstep: Class 4 contains 4202 members Mstep: Class 5 contains 5030 members Mstep: Class 6 contains 13883 members Mstep: Class 7 contains 13375 members Mstep: Class 9 contains 32628 members Mstep: Class 10 contains 8648 members Mstep: Class 11 contains 10746 members Mstep: Class 12 contains 6966 members Mstep: Class 13 contains 1477 members Mstep: Class 14 contains 88256 members Mstep: Class 15 contains 5164 members Mstep: Class 16 contains 18124 members Mstep: Class 17 contains 12815 members Mstep: Class 18 contains 7433 members Mstep: Class 19 contains 28651 members Mstep: Class 20 contains 4038 members Entering Unmasked Estep ConsiderDeletion Score: -8797929.000000 Penalty: 7947.083984 Iteration 34Q: 20 clusters Score -8797929 nChanged 2977 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 20118 members Mstep: Class 3 contains 36007 members Mstep: Class 4 contains 4142 members Mstep: Class 5 contains 5077 members Mstep: Class 6 contains 14115 members Mstep: Class 7 contains 14120 members Mstep: Class 9 contains 31791 members Mstep: Class 10 contains 8508 members Mstep: Class 11 contains 10674 members Mstep: Class 12 contains 7077 members Mstep: Class 13 contains 1541 members Mstep: Class 14 contains 87925 members Mstep: Class 15 contains 5162 members Mstep: Class 16 contains 17989 members Mstep: Class 17 contains 12935 members Mstep: Class 18 contains 7516 members Mstep: Class 19 contains 28433 members Mstep: Class 20 contains 4096 members Entering Unmasked Estep ConsiderDeletion Score: -8798752.000000 Penalty: 7947.083984 Iteration 35Q: 20 clusters Score -8798752 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 20098 members Mstep: Class 3 contains 36260 members Mstep: Class 4 contains 4080 members Mstep: Class 5 contains 5125 members Mstep: Class 6 contains 14335 members Mstep: Class 7 contains 14718 members Mstep: Class 9 contains 31045 members Mstep: Class 10 contains 8390 members Mstep: Class 11 contains 10618 members Mstep: Class 12 contains 7193 members Mstep: Class 13 contains 1591 members Mstep: Class 14 contains 87725 members Mstep: Class 15 contains 5160 members Mstep: Class 16 contains 17883 members Mstep: Class 17 contains 13016 members Mstep: Class 18 contains 7536 members Mstep: Class 19 contains 28257 members Mstep: Class 20 contains 4169 members Entering Unmasked Estep ConsiderDeletion Score: -8799255.000000 Penalty: 7947.083984 Iteration 36Q: 20 clusters Score -8799255 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 20085 members Mstep: Class 3 contains 36440 members Mstep: Class 4 contains 3998 members Mstep: Class 5 contains 5197 members Mstep: Class 6 contains 14527 members Mstep: Class 7 contains 15196 members Mstep: Class 9 contains 30421 members Mstep: Class 10 contains 8303 members Mstep: Class 11 contains 10594 members Mstep: Class 12 contains 7284 members Mstep: Class 13 contains 1636 members Mstep: Class 14 contains 87560 members Mstep: Class 15 contains 5160 members Mstep: Class 16 contains 17802 members Mstep: Class 17 contains 13045 members Mstep: Class 18 contains 7546 members Mstep: Class 19 contains 28120 members Mstep: Class 20 contains 4253 members Entering Unmasked Estep ConsiderDeletion Score: -8799706.000000 Penalty: 7947.083984 Iteration 37Q: 20 clusters Score -8799706 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 20058 members Mstep: Class 3 contains 36619 members Mstep: Class 4 contains 3918 members Mstep: Class 5 contains 5279 members Mstep: Class 6 contains 14729 members Mstep: Class 7 contains 15605 members Mstep: Class 9 contains 29868 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 10609 members Mstep: Class 12 contains 7368 members Mstep: Class 13 contains 1677 members Mstep: Class 14 contains 87384 members Mstep: Class 15 contains 5157 members Mstep: Class 16 contains 17737 members Mstep: Class 17 contains 13051 members Mstep: Class 18 contains 7541 members Mstep: Class 19 contains 27977 members Mstep: Class 20 contains 4339 members Entering Unmasked Estep ConsiderDeletion Score: -8800075.000000 Penalty: 7947.083984 Iteration 38Q: 20 clusters Score -8800075 nChanged 2060 Entering ConstructFrom: Score: -8800075.000000 Penalty: 7947.083984 Entering ConstructFrom: Trying to split cluster 1 (2430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Entering Unmasked Estep Score: -65943.320312 Penalty: 257.256348 Iteration 0F: 2 clusters Score -65943.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -64276.332031 Penalty: 514.512695 Iteration 0F: 3 clusters Score -64276.33 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -65027.089844 Penalty: 514.512695 Iteration 1F: 3 clusters Score -65027.09 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -65378.714844 Penalty: 514.512695 Iteration 2F: 3 clusters Score -65378.71 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -65638.820312 Penalty: 514.512695 Iteration 3F: 3 clusters Score -65638.82 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -65744.062500 Penalty: 514.512695 Iteration 4F: 3 clusters Score -65744.06 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -65802.367188 Penalty: 514.512695 Iteration 5Q: 3 clusters Score -65802.37 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -65845.789062 Penalty: 514.512695 Iteration 6Q: 3 clusters Score -65845.79 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -65890.210938 Penalty: 514.512695 Iteration 7Q: 3 clusters Score -65890.21 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -65931.890625 Penalty: 514.512695 Iteration 8Q: 3 clusters Score -65931.89 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -65980.632812 Penalty: 514.512695 Iteration 9Q: 3 clusters Score -65980.63 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -66015.875000 Penalty: 514.512695 Iteration 10Q: 3 clusters Score -66015.88 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -66035.000000 Penalty: 514.512695 Iteration 11Q: 3 clusters Score -66035 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -66070.164062 Penalty: 514.512695 Iteration 12Q: 3 clusters Score -66070.16 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -66107.851562 Penalty: 514.512695 Iteration 13Q: 3 clusters Score -66107.85 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -66127.835938 Penalty: 514.512695 Iteration 14Q: 3 clusters Score -66127.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -66133.882812 Penalty: 514.512695 Iteration 15Q: 3 clusters Score -66133.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -66141.007812 Penalty: 514.512695 Iteration 16Q: 3 clusters Score -66141.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -66146.570312 Penalty: 514.512695 Iteration 17Q: 3 clusters Score -66146.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -66150.562500 Penalty: 514.512695 Iteration 18Q: 3 clusters Score -66150.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -66152.382812 Penalty: 514.512695 Iteration 19Q: 3 clusters Score -66152.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -66152.796875 Penalty: 514.512695 Iteration 20F: 3 clusters Score -66152.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -66153.671875 Penalty: 514.512695 Iteration 21Q: 3 clusters Score -66153.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -66154.789062 Penalty: 514.512695 Iteration 22Q: 3 clusters Score -66154.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -66155.523438 Penalty: 514.512695 Iteration 23Q: 3 clusters Score -66155.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -66155.968750 Penalty: 514.512695 Iteration 24Q: 3 clusters Score -66155.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -66156.132812 Penalty: 514.512695 Iteration 25Q: 3 clusters Score -66156.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -66156.132812 Penalty: 514.512695 Iteration 26F: 3 clusters Score -66156.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 20027 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 3843 members Mstep: Class 5 contains 5352 members Mstep: Class 6 contains 14894 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Entering Unmasked Estep Score: -8800283.000000 Penalty: 8365.351562 Splitting cluster 1 changes total score from -8800075.000000 to -8800283.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 2 (20027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Entering Unmasked Estep Score: -671800.875000 Penalty: 326.859619 Iteration 0F: 2 clusters Score -671800.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -658411.375000 Penalty: 653.719238 Iteration 0F: 3 clusters Score -658411.4 nChanged 9616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -664181.250000 Penalty: 653.719238 Iteration 1F: 3 clusters Score -664181.2 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -664940.625000 Penalty: 653.719238 Iteration 2F: 3 clusters Score -664940.6 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12499 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -666045.312500 Penalty: 653.719238 Iteration 3F: 3 clusters Score -666045.3 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -667334.125000 Penalty: 653.719238 Iteration 4F: 3 clusters Score -667334.1 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -668491.062500 Penalty: 653.719238 Iteration 5F: 3 clusters Score -668491.1 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14223 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -669449.812500 Penalty: 653.719238 Iteration 6F: 3 clusters Score -669449.8 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -670074.562500 Penalty: 653.719238 Iteration 7Q: 3 clusters Score -670074.6 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -670444.625000 Penalty: 653.719238 Iteration 8Q: 3 clusters Score -670444.6 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14267 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -670721.375000 Penalty: 653.719238 Iteration 9Q: 3 clusters Score -670721.4 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14209 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -670913.062500 Penalty: 653.719238 Iteration 10Q: 3 clusters Score -670913.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14136 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -671082.000000 Penalty: 653.719238 Iteration 11Q: 3 clusters Score -671082 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -671243.250000 Penalty: 653.719238 Iteration 12Q: 3 clusters Score -671243.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13903 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -671504.687500 Penalty: 653.719238 Iteration 13Q: 3 clusters Score -671504.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -672130.875000 Penalty: 653.719238 Iteration 14Q: 3 clusters Score -672130.9 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -673725.250000 Penalty: 653.719238 Iteration 15Q: 3 clusters Score -673725.2 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12966 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -675339.500000 Penalty: 653.719238 Iteration 16Q: 3 clusters Score -675339.5 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -675726.312500 Penalty: 653.719238 Iteration 17Q: 3 clusters Score -675726.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -675853.187500 Penalty: 653.719238 Iteration 18Q: 3 clusters Score -675853.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13211 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -675952.312500 Penalty: 653.719238 Iteration 19Q: 3 clusters Score -675952.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -676049.250000 Penalty: 653.719238 Iteration 20F: 3 clusters Score -676049.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -676181.250000 Penalty: 653.719238 Iteration 21Q: 3 clusters Score -676181.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -676338.187500 Penalty: 653.719238 Iteration 22Q: 3 clusters Score -676338.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -676526.750000 Penalty: 653.719238 Iteration 23Q: 3 clusters Score -676526.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -676732.187500 Penalty: 653.719238 Iteration 24Q: 3 clusters Score -676732.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -676972.187500 Penalty: 653.719238 Iteration 25Q: 3 clusters Score -676972.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14731 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -677201.750000 Penalty: 653.719238 Iteration 26Q: 3 clusters Score -677201.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14900 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -677348.812500 Penalty: 653.719238 Iteration 27Q: 3 clusters Score -677348.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -677453.312500 Penalty: 653.719238 Iteration 28Q: 3 clusters Score -677453.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15174 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -677521.500000 Penalty: 653.719238 Iteration 29Q: 3 clusters Score -677521.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15262 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -677562.000000 Penalty: 653.719238 Iteration 30Q: 3 clusters Score -677562 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -677584.437500 Penalty: 653.719238 Iteration 31Q: 3 clusters Score -677584.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -677594.437500 Penalty: 653.719238 Iteration 32Q: 3 clusters Score -677594.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -677602.125000 Penalty: 653.719238 Iteration 33Q: 3 clusters Score -677602.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -677606.062500 Penalty: 653.719238 Iteration 34Q: 3 clusters Score -677606.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15472 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -677605.500000 Penalty: 653.719238 Iteration 35Q: 3 clusters Score -677605.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15487 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -677604.687500 Penalty: 653.719238 Iteration 36Q: 3 clusters Score -677604.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15499 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -677606.562500 Penalty: 653.719238 Iteration 37Q: 3 clusters Score -677606.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -677608.125000 Penalty: 653.719238 Iteration 38Q: 3 clusters Score -677608.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -677607.250000 Penalty: 653.719238 Iteration 39Q: 3 clusters Score -677607.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15517 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -677608.125000 Penalty: 653.719238 Iteration 40F: 3 clusters Score -677608.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -677608.562500 Penalty: 653.719238 Iteration 41Q: 3 clusters Score -677608.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -677608.562500 Penalty: 653.719238 Iteration 42F: 3 clusters Score -677608.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 3843 members Mstep: Class 5 contains 5352 members Mstep: Class 6 contains 14894 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Entering Unmasked Estep Score: -8806033.000000 Penalty: 8783.619141 Splitting cluster 2 changes total score from -8800075.000000 to -8806033.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 3 (36762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36762 members Entering Unmasked Estep Score: -1195841.000000 Penalty: 346.903259 Iteration 0F: 2 clusters Score -1195841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18327 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -1171277.250000 Penalty: 693.806519 Iteration 0F: 3 clusters Score -1171277 nChanged 17735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17152 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -1181733.000000 Penalty: 693.806519 Iteration 1F: 3 clusters Score -1181733 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -1182323.625000 Penalty: 693.806519 Iteration 2Q: 3 clusters Score -1182324 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -1183088.375000 Penalty: 693.806519 Iteration 3Q: 3 clusters Score -1183088 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 23284 members Entering Unmasked Estep Score: -1184281.000000 Penalty: 693.806519 Iteration 4F: 3 clusters Score -1184281 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11036 members Mstep: Class 2 contains 25726 members Entering Unmasked Estep Score: -1186098.500000 Penalty: 693.806519 Iteration 5F: 3 clusters Score -1186098 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 28539 members Entering Unmasked Estep Score: -1188346.750000 Penalty: 693.806519 Iteration 6F: 3 clusters Score -1188347 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 31141 members Entering Unmasked Estep Score: -1190549.250000 Penalty: 693.806519 Iteration 7F: 3 clusters Score -1190549 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 33350 members Entering Unmasked Estep Score: -1192534.250000 Penalty: 693.806519 Iteration 8F: 3 clusters Score -1192534 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 34914 members Entering Unmasked Estep Score: -1193961.750000 Penalty: 693.806519 Iteration 9Q: 3 clusters Score -1193962 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 35883 members Entering Unmasked Estep Score: -1194843.625000 Penalty: 693.806519 Iteration 10Q: 3 clusters Score -1194844 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -1195253.750000 Penalty: 693.806519 Iteration 11Q: 3 clusters Score -1195254 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 36582 members Entering Unmasked Estep Score: -1195433.375000 Penalty: 693.806519 Iteration 12Q: 3 clusters Score -1195433 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 36661 members Entering Unmasked Estep Score: -1195498.875000 Penalty: 693.806519 Iteration 13Q: 3 clusters Score -1195499 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 36684 members Entering Unmasked Estep Score: -1195543.500000 Penalty: 693.806519 Iteration 14Q: 3 clusters Score -1195544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 36693 members Entering Unmasked Estep Score: -1195571.125000 Penalty: 693.806519 Iteration 15Q: 3 clusters Score -1195571 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 36691 members Entering Unmasked Estep Score: -1195587.625000 Penalty: 693.806519 Iteration 16Q: 3 clusters Score -1195588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 36689 members Entering Unmasked Estep Score: -1195597.125000 Penalty: 693.806519 Iteration 17Q: 3 clusters Score -1195597 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 36689 members Entering Unmasked Estep Score: -1195602.375000 Penalty: 693.806519 Iteration 18Q: 3 clusters Score -1195602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 36690 members Entering Unmasked Estep Score: -1195605.750000 Penalty: 693.806519 Iteration 19Q: 3 clusters Score -1195606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 36691 members Entering Unmasked Estep Score: -1195608.875000 Penalty: 693.806519 Iteration 20F: 3 clusters Score -1195609 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 36692 members Entering Unmasked Estep Score: -1195609.500000 Penalty: 693.806519 Iteration 21Q: 3 clusters Score -1195610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 36693 members Entering Unmasked Estep Score: -1195610.125000 Penalty: 693.806519 Iteration 22Q: 3 clusters Score -1195610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 36693 members Entering Unmasked Estep Score: -1195610.125000 Penalty: 693.806519 Iteration 23F: 3 clusters Score -1195610 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Entering Unmasked Estep Score: -118133.140625 Penalty: 272.382263 Iteration 0F: 2 clusters Score -118133.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -115574.648438 Penalty: 544.764526 Iteration 0F: 3 clusters Score -115574.6 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -116641.046875 Penalty: 544.764526 Iteration 1F: 3 clusters Score -116641 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -116834.304688 Penalty: 544.764526 Iteration 2F: 3 clusters Score -116834.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -117125.726562 Penalty: 544.764526 Iteration 3F: 3 clusters Score -117125.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -117471.500000 Penalty: 544.764526 Iteration 4F: 3 clusters Score -117471.5 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -117721.710938 Penalty: 544.764526 Iteration 5F: 3 clusters Score -117721.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -117874.273438 Penalty: 544.764526 Iteration 6F: 3 clusters Score -117874.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -117961.351562 Penalty: 544.764526 Iteration 7Q: 3 clusters Score -117961.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -118010.203125 Penalty: 544.764526 Iteration 8Q: 3 clusters Score -118010.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -118047.117188 Penalty: 544.764526 Iteration 9Q: 3 clusters Score -118047.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -118072.539062 Penalty: 544.764526 Iteration 10Q: 3 clusters Score -118072.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -118086.476562 Penalty: 544.764526 Iteration 11Q: 3 clusters Score -118086.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -118093.156250 Penalty: 544.764526 Iteration 12Q: 3 clusters Score -118093.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -118099.632812 Penalty: 544.764526 Iteration 13Q: 3 clusters Score -118099.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -118106.210938 Penalty: 544.764526 Iteration 14Q: 3 clusters Score -118106.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -118110.453125 Penalty: 544.764526 Iteration 15Q: 3 clusters Score -118110.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -118113.765625 Penalty: 544.764526 Iteration 16Q: 3 clusters Score -118113.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -118117.828125 Penalty: 544.764526 Iteration 17Q: 3 clusters Score -118117.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -118122.539062 Penalty: 544.764526 Iteration 18Q: 3 clusters Score -118122.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -118126.523438 Penalty: 544.764526 Iteration 19Q: 3 clusters Score -118126.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -118128.562500 Penalty: 544.764526 Iteration 20F: 3 clusters Score -118128.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -118129.351562 Penalty: 544.764526 Iteration 21Q: 3 clusters Score -118129.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -118130.148438 Penalty: 544.764526 Iteration 22Q: 3 clusters Score -118130.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -118131.515625 Penalty: 544.764526 Iteration 23Q: 3 clusters Score -118131.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -118131.648438 Penalty: 544.764526 Iteration 24Q: 3 clusters Score -118131.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -118132.007812 Penalty: 544.764526 Iteration 25Q: 3 clusters Score -118132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -118132.234375 Penalty: 544.764526 Iteration 26Q: 3 clusters Score -118132.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -118132.796875 Penalty: 544.764526 Iteration 27Q: 3 clusters Score -118132.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -118133.554688 Penalty: 544.764526 Iteration 28Q: 3 clusters Score -118133.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -118134.656250 Penalty: 544.764526 Iteration 29Q: 3 clusters Score -118134.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -118135.500000 Penalty: 544.764526 Iteration 30Q: 3 clusters Score -118135.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -118136.468750 Penalty: 544.764526 Iteration 31Q: 3 clusters Score -118136.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -118136.953125 Penalty: 544.764526 Iteration 32Q: 3 clusters Score -118137 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -118138.398438 Penalty: 544.764526 Iteration 33Q: 3 clusters Score -118138.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -118138.781250 Penalty: 544.764526 Iteration 34Q: 3 clusters Score -118138.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -118139.664062 Penalty: 544.764526 Iteration 35Q: 3 clusters Score -118139.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -118139.968750 Penalty: 544.764526 Iteration 36Q: 3 clusters Score -118140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -118140.164062 Penalty: 544.764526 Iteration 37Q: 3 clusters Score -118140.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -118140.437500 Penalty: 544.764526 Iteration 38Q: 3 clusters Score -118140.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -118140.476562 Penalty: 544.764526 Iteration 39Q: 3 clusters Score -118140.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -118140.796875 Penalty: 544.764526 Iteration 40F: 3 clusters Score -118140.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -118141.273438 Penalty: 544.764526 Iteration 41Q: 3 clusters Score -118141.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -118143.023438 Penalty: 544.764526 Iteration 42Q: 3 clusters Score -118143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -118144.164062 Penalty: 544.764526 Iteration 43Q: 3 clusters Score -118144.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -118144.710938 Penalty: 544.764526 Iteration 44Q: 3 clusters Score -118144.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -118144.453125 Penalty: 544.764526 Iteration 45Q: 3 clusters Score -118144.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -118144.453125 Penalty: 544.764526 Iteration 46F: 3 clusters Score -118144.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 5352 members Mstep: Class 6 contains 14894 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Entering Unmasked Estep Score: -8805897.000000 Penalty: 9201.886719 Splitting cluster 4 changes total score from -8800075.000000 to -8805897.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 5 (5352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Entering Unmasked Estep Score: -122617.953125 Penalty: 283.312469 Iteration 0F: 2 clusters Score -122618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -119123.226562 Penalty: 566.624939 Iteration 0F: 3 clusters Score -119123.2 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -120936.085938 Penalty: 566.624939 Iteration 1F: 3 clusters Score -120936.1 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -121364.187500 Penalty: 566.624939 Iteration 2F: 3 clusters Score -121364.2 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -121769.468750 Penalty: 566.624939 Iteration 3F: 3 clusters Score -121769.5 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -122097.164062 Penalty: 566.624939 Iteration 4F: 3 clusters Score -122097.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -122338.500000 Penalty: 566.624939 Iteration 5F: 3 clusters Score -122338.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -122515.101562 Penalty: 566.624939 Iteration 6Q: 3 clusters Score -122515.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -122640.031250 Penalty: 566.624939 Iteration 7Q: 3 clusters Score -122640 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -122720.460938 Penalty: 566.624939 Iteration 8Q: 3 clusters Score -122720.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -122776.242188 Penalty: 566.624939 Iteration 9Q: 3 clusters Score -122776.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -122815.125000 Penalty: 566.624939 Iteration 10Q: 3 clusters Score -122815.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -122844.367188 Penalty: 566.624939 Iteration 11Q: 3 clusters Score -122844.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -122870.125000 Penalty: 566.624939 Iteration 12Q: 3 clusters Score -122870.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -122891.476562 Penalty: 566.624939 Iteration 13Q: 3 clusters Score -122891.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -122911.234375 Penalty: 566.624939 Iteration 14Q: 3 clusters Score -122911.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -122925.710938 Penalty: 566.624939 Iteration 15Q: 3 clusters Score -122925.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -122935.195312 Penalty: 566.624939 Iteration 16Q: 3 clusters Score -122935.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -122940.531250 Penalty: 566.624939 Iteration 17Q: 3 clusters Score -122940.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -122944.539062 Penalty: 566.624939 Iteration 18Q: 3 clusters Score -122944.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -122945.851562 Penalty: 566.624939 Iteration 19Q: 3 clusters Score -122945.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -122954.437500 Penalty: 566.624939 Iteration 20F: 3 clusters Score -122954.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -122958.187500 Penalty: 566.624939 Iteration 21Q: 3 clusters Score -122958.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -122961.367188 Penalty: 566.624939 Iteration 22Q: 3 clusters Score -122961.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -122964.453125 Penalty: 566.624939 Iteration 23Q: 3 clusters Score -122964.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -122967.226562 Penalty: 566.624939 Iteration 24Q: 3 clusters Score -122967.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -122969.453125 Penalty: 566.624939 Iteration 25Q: 3 clusters Score -122969.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -122971.929688 Penalty: 566.624939 Iteration 26Q: 3 clusters Score -122971.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -122974.304688 Penalty: 566.624939 Iteration 27Q: 3 clusters Score -122974.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -122974.539062 Penalty: 566.624939 Iteration 28Q: 3 clusters Score -122974.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -122974.773438 Penalty: 566.624939 Iteration 29Q: 3 clusters Score -122974.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -122974.773438 Penalty: 566.624939 Iteration 30F: 3 clusters Score -122974.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 14894 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Entering Unmasked Estep Score: -8806122.000000 Penalty: 9620.154297 Splitting cluster 5 changes total score from -8800075.000000 to -8806122.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 6 (14894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Entering Unmasked Estep Score: -456138.312500 Penalty: 317.087555 Iteration 0F: 2 clusters Score -456138.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -446166.750000 Penalty: 634.175110 Iteration 0F: 3 clusters Score -446166.8 nChanged 7102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -450351.781250 Penalty: 634.175110 Iteration 1F: 3 clusters Score -450351.8 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -450595.593750 Penalty: 634.175110 Iteration 2Q: 3 clusters Score -450595.6 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -450882.468750 Penalty: 634.175110 Iteration 3Q: 3 clusters Score -450882.5 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -451305.218750 Penalty: 634.175110 Iteration 4Q: 3 clusters Score -451305.2 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -451988.093750 Penalty: 634.175110 Iteration 5F: 3 clusters Score -451988.1 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -452936.750000 Penalty: 634.175110 Iteration 6F: 3 clusters Score -452936.8 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -454058.187500 Penalty: 634.175110 Iteration 7F: 3 clusters Score -454058.2 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -454878.906250 Penalty: 634.175110 Iteration 8F: 3 clusters Score -454878.9 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -455331.187500 Penalty: 634.175110 Iteration 9Q: 3 clusters Score -455331.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -455623.312500 Penalty: 634.175110 Iteration 10Q: 3 clusters Score -455623.3 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -455823.375000 Penalty: 634.175110 Iteration 11Q: 3 clusters Score -455823.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -455961.562500 Penalty: 634.175110 Iteration 12Q: 3 clusters Score -455961.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -456063.093750 Penalty: 634.175110 Iteration 13Q: 3 clusters Score -456063.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -456144.062500 Penalty: 634.175110 Iteration 14Q: 3 clusters Score -456144.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -456193.906250 Penalty: 634.175110 Iteration 15Q: 3 clusters Score -456193.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -456224.281250 Penalty: 634.175110 Iteration 16Q: 3 clusters Score -456224.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 10736 members Entering Unmasked Estep Score: -456236.187500 Penalty: 634.175110 Iteration 17Q: 3 clusters Score -456236.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 10778 members Entering Unmasked Estep Score: -456240.062500 Penalty: 634.175110 Iteration 18Q: 3 clusters Score -456240.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 10816 members Entering Unmasked Estep Score: -456245.156250 Penalty: 634.175110 Iteration 19Q: 3 clusters Score -456245.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -456247.781250 Penalty: 634.175110 Iteration 20F: 3 clusters Score -456247.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -456251.125000 Penalty: 634.175110 Iteration 21Q: 3 clusters Score -456251.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -456254.687500 Penalty: 634.175110 Iteration 22Q: 3 clusters Score -456254.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 10916 members Entering Unmasked Estep Score: -456255.406250 Penalty: 634.175110 Iteration 23Q: 3 clusters Score -456255.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -456255.218750 Penalty: 634.175110 Iteration 24Q: 3 clusters Score -456255.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -456255.593750 Penalty: 634.175110 Iteration 25Q: 3 clusters Score -456255.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -456255.562500 Penalty: 634.175110 Iteration 26Q: 3 clusters Score -456255.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -456256.093750 Penalty: 634.175110 Iteration 27Q: 3 clusters Score -456256.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -456256.312500 Penalty: 634.175110 Iteration 28Q: 3 clusters Score -456256.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -456256.906250 Penalty: 634.175110 Iteration 29Q: 3 clusters Score -456256.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -456257.750000 Penalty: 634.175110 Iteration 30Q: 3 clusters Score -456257.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -456258.312500 Penalty: 634.175110 Iteration 31Q: 3 clusters Score -456258.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -456257.156250 Penalty: 634.175110 Iteration 32Q: 3 clusters Score -456257.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -456257.656250 Penalty: 634.175110 Iteration 33Q: 3 clusters Score -456257.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -456256.656250 Penalty: 634.175110 Iteration 34Q: 3 clusters Score -456256.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -456256.781250 Penalty: 634.175110 Iteration 35Q: 3 clusters Score -456256.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -456256.906250 Penalty: 634.175110 Iteration 36Q: 3 clusters Score -456256.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -456257.156250 Penalty: 634.175110 Iteration 37Q: 3 clusters Score -456257.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -456257.281250 Penalty: 634.175110 Iteration 38Q: 3 clusters Score -456257.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -456257.281250 Penalty: 634.175110 Iteration 39F: 3 clusters Score -456257.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 15941 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Entering Unmasked Estep Score: -8806132.000000 Penalty: 10038.421875 Splitting cluster 6 changes total score from -8800075.000000 to -8806132.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 7 (15941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15941 members Entering Unmasked Estep Score: -395472.500000 Penalty: 319.329437 Iteration 0F: 2 clusters Score -395472.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -385063.375000 Penalty: 638.658875 Iteration 0F: 3 clusters Score -385063.4 nChanged 7510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -392140.312500 Penalty: 638.658875 Iteration 1F: 3 clusters Score -392140.3 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -394935.281250 Penalty: 638.658875 Iteration 2F: 3 clusters Score -394935.3 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -397338.593750 Penalty: 638.658875 Iteration 3F: 3 clusters Score -397338.6 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -398691.718750 Penalty: 638.658875 Iteration 4F: 3 clusters Score -398691.7 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -399197.812500 Penalty: 638.658875 Iteration 5Q: 3 clusters Score -399197.8 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -399399.437500 Penalty: 638.658875 Iteration 6Q: 3 clusters Score -399399.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -399494.718750 Penalty: 638.658875 Iteration 7Q: 3 clusters Score -399494.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -399551.437500 Penalty: 638.658875 Iteration 8Q: 3 clusters Score -399551.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -399595.156250 Penalty: 638.658875 Iteration 9Q: 3 clusters Score -399595.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -399638.093750 Penalty: 638.658875 Iteration 10Q: 3 clusters Score -399638.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -399684.625000 Penalty: 638.658875 Iteration 11Q: 3 clusters Score -399684.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -399750.187500 Penalty: 638.658875 Iteration 12Q: 3 clusters Score -399750.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -399819.656250 Penalty: 638.658875 Iteration 13Q: 3 clusters Score -399819.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -399893.406250 Penalty: 638.658875 Iteration 14Q: 3 clusters Score -399893.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -399984.281250 Penalty: 638.658875 Iteration 15Q: 3 clusters Score -399984.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -400083.500000 Penalty: 638.658875 Iteration 16Q: 3 clusters Score -400083.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -400185.593750 Penalty: 638.658875 Iteration 17Q: 3 clusters Score -400185.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -400282.156250 Penalty: 638.658875 Iteration 18Q: 3 clusters Score -400282.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -400360.593750 Penalty: 638.658875 Iteration 19Q: 3 clusters Score -400360.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -400471.218750 Penalty: 638.658875 Iteration 20F: 3 clusters Score -400471.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -400593.250000 Penalty: 638.658875 Iteration 21Q: 3 clusters Score -400593.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -400728.000000 Penalty: 638.658875 Iteration 22Q: 3 clusters Score -400728 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -400899.531250 Penalty: 638.658875 Iteration 23Q: 3 clusters Score -400899.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -401134.281250 Penalty: 638.658875 Iteration 24Q: 3 clusters Score -401134.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -401620.187500 Penalty: 638.658875 Iteration 25Q: 3 clusters Score -401620.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -402466.843750 Penalty: 638.658875 Iteration 26Q: 3 clusters Score -402466.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -402857.625000 Penalty: 638.658875 Iteration 27Q: 3 clusters Score -402857.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -402971.843750 Penalty: 638.658875 Iteration 28Q: 3 clusters Score -402971.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -403003.375000 Penalty: 638.658875 Iteration 29Q: 3 clusters Score -403003.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -403011.593750 Penalty: 638.658875 Iteration 30Q: 3 clusters Score -403011.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -403016.062500 Penalty: 638.658875 Iteration 31Q: 3 clusters Score -403016.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -403022.468750 Penalty: 638.658875 Iteration 32Q: 3 clusters Score -403022.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -403027.968750 Penalty: 638.658875 Iteration 33Q: 3 clusters Score -403028 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -403035.437500 Penalty: 638.658875 Iteration 34Q: 3 clusters Score -403035.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -403034.906250 Penalty: 638.658875 Iteration 35Q: 3 clusters Score -403034.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -403034.906250 Penalty: 638.658875 Iteration 36F: 3 clusters Score -403034.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Entering Unmasked Estep Score: -8813584.000000 Penalty: 10456.689453 Splitting cluster 7 changes total score from -8800075.000000 to -8813584.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 9 (29416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29416 members Entering Unmasked Estep Score: -930942.687500 Penalty: 339.546722 Iteration 0F: 2 clusters Score -930942.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -911553.500000 Penalty: 679.093445 Iteration 0F: 3 clusters Score -911553.5 nChanged 14209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17698 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -924719.937500 Penalty: 679.093445 Iteration 1F: 3 clusters Score -924719.9 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -929187.437500 Penalty: 679.093445 Iteration 2F: 3 clusters Score -929187.4 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20181 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -932215.312500 Penalty: 679.093445 Iteration 3F: 3 clusters Score -932215.3 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20345 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -933674.187500 Penalty: 679.093445 Iteration 4F: 3 clusters Score -933674.2 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20248 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -934230.125000 Penalty: 679.093445 Iteration 5Q: 3 clusters Score -934230.1 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20093 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -934412.875000 Penalty: 679.093445 Iteration 6Q: 3 clusters Score -934412.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19970 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -934477.187500 Penalty: 679.093445 Iteration 7Q: 3 clusters Score -934477.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -934511.937500 Penalty: 679.093445 Iteration 8Q: 3 clusters Score -934511.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -934529.062500 Penalty: 679.093445 Iteration 9Q: 3 clusters Score -934529.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19683 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -934539.312500 Penalty: 679.093445 Iteration 10Q: 3 clusters Score -934539.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19612 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -934544.687500 Penalty: 679.093445 Iteration 11Q: 3 clusters Score -934544.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19568 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -934545.812500 Penalty: 679.093445 Iteration 12Q: 3 clusters Score -934545.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19531 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -934550.687500 Penalty: 679.093445 Iteration 13Q: 3 clusters Score -934550.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19495 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -934552.875000 Penalty: 679.093445 Iteration 14Q: 3 clusters Score -934552.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19459 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -934554.375000 Penalty: 679.093445 Iteration 15Q: 3 clusters Score -934554.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19420 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -934560.250000 Penalty: 679.093445 Iteration 16Q: 3 clusters Score -934560.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -934559.687500 Penalty: 679.093445 Iteration 17Q: 3 clusters Score -934559.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19362 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -934561.812500 Penalty: 679.093445 Iteration 18Q: 3 clusters Score -934561.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -934557.312500 Penalty: 679.093445 Iteration 19Q: 3 clusters Score -934557.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19304 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -934561.875000 Penalty: 679.093445 Iteration 20F: 3 clusters Score -934561.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19281 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -934560.375000 Penalty: 679.093445 Iteration 21Q: 3 clusters Score -934560.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19260 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -934558.625000 Penalty: 679.093445 Iteration 22Q: 3 clusters Score -934558.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 10177 members Entering Unmasked Estep Score: -934560.062500 Penalty: 679.093445 Iteration 23Q: 3 clusters Score -934560.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19221 members Mstep: Class 2 contains 10195 members Entering Unmasked Estep Score: -934561.687500 Penalty: 679.093445 Iteration 24Q: 3 clusters Score -934561.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19203 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -934561.375000 Penalty: 679.093445 Iteration 25Q: 3 clusters Score -934561.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19188 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -934562.437500 Penalty: 679.093445 Iteration 26Q: 3 clusters Score -934562.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19176 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -934561.125000 Penalty: 679.093445 Iteration 27Q: 3 clusters Score -934561.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19166 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -934561.125000 Penalty: 679.093445 Iteration 28Q: 3 clusters Score -934561.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19155 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -934559.750000 Penalty: 679.093445 Iteration 29Q: 3 clusters Score -934559.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -934560.750000 Penalty: 679.093445 Iteration 30Q: 3 clusters Score -934560.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19137 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -934561.812500 Penalty: 679.093445 Iteration 31Q: 3 clusters Score -934561.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19129 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -934560.500000 Penalty: 679.093445 Iteration 32Q: 3 clusters Score -934560.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -934561.125000 Penalty: 679.093445 Iteration 33Q: 3 clusters Score -934561.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -934563.312500 Penalty: 679.093445 Iteration 34Q: 3 clusters Score -934563.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19111 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -934564.500000 Penalty: 679.093445 Iteration 35Q: 3 clusters Score -934564.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -934563.187500 Penalty: 679.093445 Iteration 36Q: 3 clusters Score -934563.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19097 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -934563.687500 Penalty: 679.093445 Iteration 37Q: 3 clusters Score -934563.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19093 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -934563.937500 Penalty: 679.093445 Iteration 38Q: 3 clusters Score -934563.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19093 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -934563.937500 Penalty: 679.093445 Iteration 39F: 3 clusters Score -934563.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1707 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Entering Unmasked Estep Score: -8817073.000000 Penalty: 10874.957031 Splitting cluster 9 changes total score from -8800075.000000 to -8817073.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 10 (8143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Entering Unmasked Estep Score: -237810.265625 Penalty: 297.162170 Iteration 0F: 2 clusters Score -237810.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -232423.687500 Penalty: 594.324341 Iteration 0F: 3 clusters Score -232423.7 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -235008.156250 Penalty: 594.324341 Iteration 1F: 3 clusters Score -235008.2 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -235418.703125 Penalty: 594.324341 Iteration 2F: 3 clusters Score -235418.7 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -235748.968750 Penalty: 594.324341 Iteration 3F: 3 clusters Score -235749 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -236101.781250 Penalty: 594.324341 Iteration 4F: 3 clusters Score -236101.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -236496.625000 Penalty: 594.324341 Iteration 5F: 3 clusters Score -236496.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -236780.312500 Penalty: 594.324341 Iteration 6Q: 3 clusters Score -236780.3 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -236932.828125 Penalty: 594.324341 Iteration 7Q: 3 clusters Score -236932.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -237010.937500 Penalty: 594.324341 Iteration 8Q: 3 clusters Score -237010.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -237073.609375 Penalty: 594.324341 Iteration 9Q: 3 clusters Score -237073.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -237125.750000 Penalty: 594.324341 Iteration 10Q: 3 clusters Score -237125.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -237170.812500 Penalty: 594.324341 Iteration 11Q: 3 clusters Score -237170.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -237216.375000 Penalty: 594.324341 Iteration 12Q: 3 clusters Score -237216.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -237254.500000 Penalty: 594.324341 Iteration 13Q: 3 clusters Score -237254.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -237289.625000 Penalty: 594.324341 Iteration 14Q: 3 clusters Score -237289.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -237316.359375 Penalty: 594.324341 Iteration 15Q: 3 clusters Score -237316.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -237339.562500 Penalty: 594.324341 Iteration 16Q: 3 clusters Score -237339.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -237360.906250 Penalty: 594.324341 Iteration 17Q: 3 clusters Score -237360.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -237377.500000 Penalty: 594.324341 Iteration 18Q: 3 clusters Score -237377.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -237391.140625 Penalty: 594.324341 Iteration 19Q: 3 clusters Score -237391.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -237408.859375 Penalty: 594.324341 Iteration 20F: 3 clusters Score -237408.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -237430.750000 Penalty: 594.324341 Iteration 21Q: 3 clusters Score -237430.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -237448.875000 Penalty: 594.324341 Iteration 22Q: 3 clusters Score -237448.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -237472.203125 Penalty: 594.324341 Iteration 23Q: 3 clusters Score -237472.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -237493.656250 Penalty: 594.324341 Iteration 24Q: 3 clusters Score -237493.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -237507.281250 Penalty: 594.324341 Iteration 25Q: 3 clusters Score -237507.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -237519.843750 Penalty: 594.324341 Iteration 26Q: 3 clusters Score -237519.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -237528.562500 Penalty: 594.324341 Iteration 27Q: 3 clusters Score -237528.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -237534.187500 Penalty: 594.324341 Iteration 28Q: 3 clusters Score -237534.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -237539.875000 Penalty: 594.324341 Iteration 29Q: 3 clusters Score -237539.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -237542.531250 Penalty: 594.324341 Iteration 30Q: 3 clusters Score -237542.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -237547.046875 Penalty: 594.324341 Iteration 31Q: 3 clusters Score -237547 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -237549.937500 Penalty: 594.324341 Iteration 32Q: 3 clusters Score -237549.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -237551.921875 Penalty: 594.324341 Iteration 33Q: 3 clusters Score -237551.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -237557.125000 Penalty: 594.324341 Iteration 34Q: 3 clusters Score -237557.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -237561.812500 Penalty: 594.324341 Iteration 35Q: 3 clusters Score -237561.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -237564.921875 Penalty: 594.324341 Iteration 36Q: 3 clusters Score -237564.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -237567.312500 Penalty: 594.324341 Iteration 37Q: 3 clusters Score -237567.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -237568.250000 Penalty: 594.324341 Iteration 38Q: 3 clusters Score -237568.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -237568.296875 Penalty: 594.324341 Iteration 39Q: 3 clusters Score -237568.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -237568.640625 Penalty: 594.324341 Iteration 40F: 3 clusters Score -237568.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -237569.015625 Penalty: 594.324341 Iteration 41Q: 3 clusters Score -237569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -237569.015625 Penalty: 594.324341 Iteration 42F: 3 clusters Score -237569 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Entering Unmasked Estep Score: -324488.968750 Penalty: 306.090607 Iteration 0F: 2 clusters Score -324489 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -317425.562500 Penalty: 612.181213 Iteration 0F: 3 clusters Score -317425.6 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -320567.312500 Penalty: 612.181213 Iteration 1F: 3 clusters Score -320567.3 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -321190.156250 Penalty: 612.181213 Iteration 2F: 3 clusters Score -321190.2 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -321883.281250 Penalty: 612.181213 Iteration 3F: 3 clusters Score -321883.3 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -322471.593750 Penalty: 612.181213 Iteration 4F: 3 clusters Score -322471.6 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -322963.343750 Penalty: 612.181213 Iteration 5F: 3 clusters Score -322963.3 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -323365.093750 Penalty: 612.181213 Iteration 6Q: 3 clusters Score -323365.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -323641.625000 Penalty: 612.181213 Iteration 7Q: 3 clusters Score -323641.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -323784.468750 Penalty: 612.181213 Iteration 8Q: 3 clusters Score -323784.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -323839.406250 Penalty: 612.181213 Iteration 9Q: 3 clusters Score -323839.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -323877.125000 Penalty: 612.181213 Iteration 10Q: 3 clusters Score -323877.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -323905.406250 Penalty: 612.181213 Iteration 11Q: 3 clusters Score -323905.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -323929.625000 Penalty: 612.181213 Iteration 12Q: 3 clusters Score -323929.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -323957.406250 Penalty: 612.181213 Iteration 13Q: 3 clusters Score -323957.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -323979.875000 Penalty: 612.181213 Iteration 14Q: 3 clusters Score -323979.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -323998.906250 Penalty: 612.181213 Iteration 15Q: 3 clusters Score -323998.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -324016.375000 Penalty: 612.181213 Iteration 16Q: 3 clusters Score -324016.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -324032.250000 Penalty: 612.181213 Iteration 17Q: 3 clusters Score -324032.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -324048.312500 Penalty: 612.181213 Iteration 18Q: 3 clusters Score -324048.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -324064.125000 Penalty: 612.181213 Iteration 19Q: 3 clusters Score -324064.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -324087.687500 Penalty: 612.181213 Iteration 20F: 3 clusters Score -324087.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -324111.000000 Penalty: 612.181213 Iteration 21Q: 3 clusters Score -324111 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9566 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -324152.968750 Penalty: 612.181213 Iteration 22Q: 3 clusters Score -324153 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -324198.906250 Penalty: 612.181213 Iteration 23Q: 3 clusters Score -324198.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -324240.000000 Penalty: 612.181213 Iteration 24Q: 3 clusters Score -324240 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -324263.562500 Penalty: 612.181213 Iteration 25Q: 3 clusters Score -324263.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -324285.656250 Penalty: 612.181213 Iteration 26Q: 3 clusters Score -324285.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -324311.375000 Penalty: 612.181213 Iteration 27Q: 3 clusters Score -324311.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -324336.968750 Penalty: 612.181213 Iteration 28Q: 3 clusters Score -324337 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -324360.187500 Penalty: 612.181213 Iteration 29Q: 3 clusters Score -324360.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -324372.062500 Penalty: 612.181213 Iteration 30Q: 3 clusters Score -324372.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -324378.375000 Penalty: 612.181213 Iteration 31Q: 3 clusters Score -324378.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -324382.718750 Penalty: 612.181213 Iteration 32Q: 3 clusters Score -324382.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -324386.156250 Penalty: 612.181213 Iteration 33Q: 3 clusters Score -324386.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -324387.218750 Penalty: 612.181213 Iteration 34Q: 3 clusters Score -324387.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -324387.062500 Penalty: 612.181213 Iteration 35Q: 3 clusters Score -324387.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -324387.375000 Penalty: 612.181213 Iteration 36Q: 3 clusters Score -324387.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -324387.218750 Penalty: 612.181213 Iteration 37Q: 3 clusters Score -324387.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -324388.218750 Penalty: 612.181213 Iteration 38Q: 3 clusters Score -324388.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -324388.343750 Penalty: 612.181213 Iteration 39Q: 3 clusters Score -324388.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -324389.218750 Penalty: 612.181213 Iteration 40F: 3 clusters Score -324389.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -324389.218750 Penalty: 612.181213 Iteration 41Q: 3 clusters Score -324389.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -324389.937500 Penalty: 612.181213 Iteration 42Q: 3 clusters Score -324389.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -324390.687500 Penalty: 612.181213 Iteration 43Q: 3 clusters Score -324390.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -324390.500000 Penalty: 612.181213 Iteration 44Q: 3 clusters Score -324390.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -324390.500000 Penalty: 612.181213 Iteration 45F: 3 clusters Score -324390.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Entering Unmasked Estep Score: -176459.765625 Penalty: 294.156036 Iteration 0F: 2 clusters Score -176459.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -171506.515625 Penalty: 588.312073 Iteration 0F: 3 clusters Score -171506.5 nChanged 3426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -173672.609375 Penalty: 588.312073 Iteration 1F: 3 clusters Score -173672.6 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -174036.500000 Penalty: 588.312073 Iteration 2F: 3 clusters Score -174036.5 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -174365.734375 Penalty: 588.312073 Iteration 3F: 3 clusters Score -174365.7 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -174576.015625 Penalty: 588.312073 Iteration 4F: 3 clusters Score -174576 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -174712.156250 Penalty: 588.312073 Iteration 5Q: 3 clusters Score -174712.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -174826.546875 Penalty: 588.312073 Iteration 6Q: 3 clusters Score -174826.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -174928.968750 Penalty: 588.312073 Iteration 7Q: 3 clusters Score -174929 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -175043.031250 Penalty: 588.312073 Iteration 8Q: 3 clusters Score -175043 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -175203.843750 Penalty: 588.312073 Iteration 9Q: 3 clusters Score -175203.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -175374.062500 Penalty: 588.312073 Iteration 10Q: 3 clusters Score -175374.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -175571.765625 Penalty: 588.312073 Iteration 11Q: 3 clusters Score -175571.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -175742.750000 Penalty: 588.312073 Iteration 12Q: 3 clusters Score -175742.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -175892.078125 Penalty: 588.312073 Iteration 13Q: 3 clusters Score -175892.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -176019.296875 Penalty: 588.312073 Iteration 14Q: 3 clusters Score -176019.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -176099.187500 Penalty: 588.312073 Iteration 15Q: 3 clusters Score -176099.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -176163.640625 Penalty: 588.312073 Iteration 16Q: 3 clusters Score -176163.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -176231.906250 Penalty: 588.312073 Iteration 17Q: 3 clusters Score -176231.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -176277.125000 Penalty: 588.312073 Iteration 18Q: 3 clusters Score -176277.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -176300.343750 Penalty: 588.312073 Iteration 19Q: 3 clusters Score -176300.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -176315.015625 Penalty: 588.312073 Iteration 20F: 3 clusters Score -176315 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -176325.046875 Penalty: 588.312073 Iteration 21Q: 3 clusters Score -176325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -176330.875000 Penalty: 588.312073 Iteration 22Q: 3 clusters Score -176330.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -176336.468750 Penalty: 588.312073 Iteration 23Q: 3 clusters Score -176336.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -176338.109375 Penalty: 588.312073 Iteration 24Q: 3 clusters Score -176338.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -176340.390625 Penalty: 588.312073 Iteration 25Q: 3 clusters Score -176340.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -176343.671875 Penalty: 588.312073 Iteration 26Q: 3 clusters Score -176343.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -176344.906250 Penalty: 588.312073 Iteration 27Q: 3 clusters Score -176344.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -176346.281250 Penalty: 588.312073 Iteration 28Q: 3 clusters Score -176346.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -176347.906250 Penalty: 588.312073 Iteration 29Q: 3 clusters Score -176347.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -176348.515625 Penalty: 588.312073 Iteration 30Q: 3 clusters Score -176348.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -176349.796875 Penalty: 588.312073 Iteration 31Q: 3 clusters Score -176349.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -176350.578125 Penalty: 588.312073 Iteration 32Q: 3 clusters Score -176350.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -176351.968750 Penalty: 588.312073 Iteration 33Q: 3 clusters Score -176352 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -176355.750000 Penalty: 588.312073 Iteration 34Q: 3 clusters Score -176355.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -176360.031250 Penalty: 588.312073 Iteration 35Q: 3 clusters Score -176360 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -176365.593750 Penalty: 588.312073 Iteration 36Q: 3 clusters Score -176365.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -176370.312500 Penalty: 588.312073 Iteration 37Q: 3 clusters Score -176370.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -176376.359375 Penalty: 588.312073 Iteration 38Q: 3 clusters Score -176376.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -176380.562500 Penalty: 588.312073 Iteration 39Q: 3 clusters Score -176380.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 6984 members Entering Unmasked Estep Score: -176384.953125 Penalty: 588.312073 Iteration 40F: 3 clusters Score -176385 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -176389.187500 Penalty: 588.312073 Iteration 41Q: 3 clusters Score -176389.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -176392.234375 Penalty: 588.312073 Iteration 42Q: 3 clusters Score -176392.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -176394.625000 Penalty: 588.312073 Iteration 43Q: 3 clusters Score -176394.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -176396.015625 Penalty: 588.312073 Iteration 44Q: 3 clusters Score -176396 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -176397.796875 Penalty: 588.312073 Iteration 45Q: 3 clusters Score -176397.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -176399.640625 Penalty: 588.312073 Iteration 46Q: 3 clusters Score -176399.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -176400.109375 Penalty: 588.312073 Iteration 47Q: 3 clusters Score -176400.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -176400.781250 Penalty: 588.312073 Iteration 48Q: 3 clusters Score -176400.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -176401.265625 Penalty: 588.312073 Iteration 49Q: 3 clusters Score -176401.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -176402.078125 Penalty: 588.312073 Iteration 50Q: 3 clusters Score -176402.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -176403.281250 Penalty: 588.312073 Iteration 51Q: 3 clusters Score -176403.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -176404.140625 Penalty: 588.312073 Iteration 52Q: 3 clusters Score -176404.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -176404.812500 Penalty: 588.312073 Iteration 53Q: 3 clusters Score -176404.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -176405.000000 Penalty: 588.312073 Iteration 54Q: 3 clusters Score -176405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -176405.390625 Penalty: 588.312073 Iteration 55Q: 3 clusters Score -176405.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -176405.859375 Penalty: 588.312073 Iteration 56Q: 3 clusters Score -176405.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -176406.625000 Penalty: 588.312073 Iteration 57Q: 3 clusters Score -176406.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -176406.718750 Penalty: 588.312073 Iteration 58Q: 3 clusters Score -176406.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -176407.734375 Penalty: 588.312073 Iteration 59Q: 3 clusters Score -176407.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -176408.109375 Penalty: 588.312073 Iteration 60F: 3 clusters Score -176408.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -176408.515625 Penalty: 588.312073 Iteration 61Q: 3 clusters Score -176408.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -176408.515625 Penalty: 588.312073 Iteration 62F: 3 clusters Score -176408.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Entering Unmasked Estep Score: -51536.304688 Penalty: 245.602249 Iteration 0F: 2 clusters Score -51536.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -50361.445312 Penalty: 491.204498 Iteration 0F: 3 clusters Score -50361.45 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -50895.660156 Penalty: 491.204498 Iteration 1F: 3 clusters Score -50895.66 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -51071.445312 Penalty: 491.204498 Iteration 2F: 3 clusters Score -51071.45 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -51251.089844 Penalty: 491.204498 Iteration 3F: 3 clusters Score -51251.09 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -51368.238281 Penalty: 491.204498 Iteration 4F: 3 clusters Score -51368.24 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -51442.851562 Penalty: 491.204498 Iteration 5Q: 3 clusters Score -51442.85 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -51503.027344 Penalty: 491.204498 Iteration 6Q: 3 clusters Score -51503.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -51536.359375 Penalty: 491.204498 Iteration 7Q: 3 clusters Score -51536.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -51551.710938 Penalty: 491.204498 Iteration 8Q: 3 clusters Score -51551.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -51560.007812 Penalty: 491.204498 Iteration 9Q: 3 clusters Score -51560.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -51569.566406 Penalty: 491.204498 Iteration 10Q: 3 clusters Score -51569.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -51574.921875 Penalty: 491.204498 Iteration 11Q: 3 clusters Score -51574.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -51579.679688 Penalty: 491.204498 Iteration 12Q: 3 clusters Score -51579.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -51587.351562 Penalty: 491.204498 Iteration 13Q: 3 clusters Score -51587.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -51593.285156 Penalty: 491.204498 Iteration 14Q: 3 clusters Score -51593.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -51596.570312 Penalty: 491.204498 Iteration 15Q: 3 clusters Score -51596.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -51599.980469 Penalty: 491.204498 Iteration 16Q: 3 clusters Score -51599.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -51602.953125 Penalty: 491.204498 Iteration 17Q: 3 clusters Score -51602.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -51604.519531 Penalty: 491.204498 Iteration 18Q: 3 clusters Score -51604.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -51604.519531 Penalty: 491.204498 Iteration 19F: 3 clusters Score -51604.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 87196 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Entering Unmasked Estep Score: -8816971.000000 Penalty: 11293.224609 Splitting cluster 13 changes total score from -8800075.000000 to -8816971.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 14 (87196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87196 members Entering Unmasked Estep Score: -2615587.750000 Penalty: 375.405151 Iteration 0F: 2 clusters Score -2615588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43656 members Mstep: Class 2 contains 43540 members Entering Unmasked Estep Score: -2556633.250000 Penalty: 750.810303 Iteration 0F: 3 clusters Score -2556633 nChanged 42678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47618 members Mstep: Class 2 contains 39578 members Entering Unmasked Estep Score: -2585490.000000 Penalty: 750.810303 Iteration 1F: 3 clusters Score -2585490 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51052 members Mstep: Class 2 contains 36144 members Entering Unmasked Estep Score: -2588750.500000 Penalty: 750.810303 Iteration 2F: 3 clusters Score -2588750 nChanged 5934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Mstep: Class 2 contains 32362 members Entering Unmasked Estep Score: -2592466.000000 Penalty: 750.810303 Iteration 3F: 3 clusters Score -2592466 nChanged 5533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58333 members Mstep: Class 2 contains 28863 members Entering Unmasked Estep Score: -2596398.500000 Penalty: 750.810303 Iteration 4F: 3 clusters Score -2596398 nChanged 4819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61016 members Mstep: Class 2 contains 26180 members Entering Unmasked Estep Score: -2600553.000000 Penalty: 750.810303 Iteration 5F: 3 clusters Score -2600553 nChanged 4017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62565 members Mstep: Class 2 contains 24631 members Entering Unmasked Estep Score: -2605980.000000 Penalty: 750.810303 Iteration 6Q: 3 clusters Score -2605980 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62959 members Mstep: Class 2 contains 24237 members Entering Unmasked Estep Score: -2617036.000000 Penalty: 750.810303 Iteration 7Q: 3 clusters Score -2617036 nChanged 4056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60529 members Mstep: Class 2 contains 26667 members Entering Unmasked Estep Score: -2626556.500000 Penalty: 750.810303 Iteration 8Q: 3 clusters Score -2626556 nChanged 4785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56078 members Mstep: Class 2 contains 31118 members Entering Unmasked Estep Score: -2635633.500000 Penalty: 750.810303 Iteration 9F: 3 clusters Score -2635634 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51373 members Mstep: Class 2 contains 35823 members Entering Unmasked Estep Score: -2648746.750000 Penalty: 750.810303 Iteration 10F: 3 clusters Score -2648747 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50113 members Mstep: Class 2 contains 37083 members Entering Unmasked Estep Score: -2652941.500000 Penalty: 750.810303 Iteration 11Q: 3 clusters Score -2652942 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50020 members Mstep: Class 2 contains 37176 members Entering Unmasked Estep Score: -2653074.750000 Penalty: 750.810303 Iteration 12Q: 3 clusters Score -2653075 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50008 members Mstep: Class 2 contains 37188 members Entering Unmasked Estep Score: -2653080.750000 Penalty: 750.810303 Iteration 13Q: 3 clusters Score -2653081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50006 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -2653081.500000 Penalty: 750.810303 Iteration 14Q: 3 clusters Score -2653082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50006 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -2653081.500000 Penalty: 750.810303 Iteration 15F: 3 clusters Score -2653082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 5150 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Entering Unmasked Estep Score: -8854452.000000 Penalty: 11711.492188 Splitting cluster 14 changes total score from -8800075.000000 to -8854452.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 15 (5150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Entering Unmasked Estep Score: -167466.468750 Penalty: 282.042816 Iteration 0F: 2 clusters Score -167466.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -164178.187500 Penalty: 564.085632 Iteration 0F: 3 clusters Score -164178.2 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -166349.843750 Penalty: 564.085632 Iteration 1F: 3 clusters Score -166349.8 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -167053.625000 Penalty: 564.085632 Iteration 2F: 3 clusters Score -167053.6 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -167422.656250 Penalty: 564.085632 Iteration 3F: 3 clusters Score -167422.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -167574.890625 Penalty: 564.085632 Iteration 4F: 3 clusters Score -167574.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -167661.468750 Penalty: 564.085632 Iteration 5Q: 3 clusters Score -167661.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -167726.062500 Penalty: 564.085632 Iteration 6Q: 3 clusters Score -167726.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -167778.593750 Penalty: 564.085632 Iteration 7Q: 3 clusters Score -167778.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -167823.468750 Penalty: 564.085632 Iteration 8Q: 3 clusters Score -167823.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -167849.125000 Penalty: 564.085632 Iteration 9Q: 3 clusters Score -167849.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -167874.421875 Penalty: 564.085632 Iteration 10Q: 3 clusters Score -167874.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -167895.328125 Penalty: 564.085632 Iteration 11Q: 3 clusters Score -167895.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -167906.984375 Penalty: 564.085632 Iteration 12Q: 3 clusters Score -167907 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -167915.000000 Penalty: 564.085632 Iteration 13Q: 3 clusters Score -167915 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -167922.046875 Penalty: 564.085632 Iteration 14Q: 3 clusters Score -167922 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -167928.578125 Penalty: 564.085632 Iteration 15Q: 3 clusters Score -167928.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -167934.937500 Penalty: 564.085632 Iteration 16Q: 3 clusters Score -167934.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -167941.093750 Penalty: 564.085632 Iteration 17Q: 3 clusters Score -167941.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -167944.093750 Penalty: 564.085632 Iteration 18Q: 3 clusters Score -167944.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -167945.203125 Penalty: 564.085632 Iteration 19Q: 3 clusters Score -167945.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -167945.640625 Penalty: 564.085632 Iteration 20F: 3 clusters Score -167945.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -167946.046875 Penalty: 564.085632 Iteration 21Q: 3 clusters Score -167946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -167946.578125 Penalty: 564.085632 Iteration 22Q: 3 clusters Score -167946.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -167946.703125 Penalty: 564.085632 Iteration 23Q: 3 clusters Score -167946.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -167946.859375 Penalty: 564.085632 Iteration 24Q: 3 clusters Score -167946.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -167946.843750 Penalty: 564.085632 Iteration 25Q: 3 clusters Score -167946.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -167946.843750 Penalty: 564.085632 Iteration 26F: 3 clusters Score -167946.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 17673 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Entering Unmasked Estep Score: -8854783.000000 Penalty: 12129.759766 Splitting cluster 15 changes total score from -8800075.000000 to -8854783.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 16 (17673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17673 members Entering Unmasked Estep Score: -560243.187500 Penalty: 322.733185 Iteration 0F: 2 clusters Score -560243.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -548386.562500 Penalty: 645.466370 Iteration 0F: 3 clusters Score -548386.6 nChanged 8545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -553315.687500 Penalty: 645.466370 Iteration 1F: 3 clusters Score -553315.7 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -553873.562500 Penalty: 645.466370 Iteration 2F: 3 clusters Score -553873.6 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8657 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -554729.875000 Penalty: 645.466370 Iteration 3F: 3 clusters Score -554729.9 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -555978.500000 Penalty: 645.466370 Iteration 4F: 3 clusters Score -555978.5 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -557253.312500 Penalty: 645.466370 Iteration 5F: 3 clusters Score -557253.3 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -558053.375000 Penalty: 645.466370 Iteration 6F: 3 clusters Score -558053.4 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -558409.375000 Penalty: 645.466370 Iteration 7Q: 3 clusters Score -558409.4 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -558686.125000 Penalty: 645.466370 Iteration 8Q: 3 clusters Score -558686.1 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -558883.625000 Penalty: 645.466370 Iteration 9Q: 3 clusters Score -558883.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -559036.687500 Penalty: 645.466370 Iteration 10Q: 3 clusters Score -559036.7 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -559169.312500 Penalty: 645.466370 Iteration 11Q: 3 clusters Score -559169.3 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -559274.625000 Penalty: 645.466370 Iteration 12Q: 3 clusters Score -559274.6 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -559381.500000 Penalty: 645.466370 Iteration 13Q: 3 clusters Score -559381.5 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -559487.125000 Penalty: 645.466370 Iteration 14Q: 3 clusters Score -559487.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -559600.000000 Penalty: 645.466370 Iteration 15Q: 3 clusters Score -559600 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -559690.125000 Penalty: 645.466370 Iteration 16Q: 3 clusters Score -559690.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -559763.187500 Penalty: 645.466370 Iteration 17Q: 3 clusters Score -559763.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -559813.937500 Penalty: 645.466370 Iteration 18Q: 3 clusters Score -559813.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -559848.125000 Penalty: 645.466370 Iteration 19Q: 3 clusters Score -559848.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -559887.437500 Penalty: 645.466370 Iteration 20F: 3 clusters Score -559887.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -559912.375000 Penalty: 645.466370 Iteration 21Q: 3 clusters Score -559912.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -559931.500000 Penalty: 645.466370 Iteration 22Q: 3 clusters Score -559931.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -559947.812500 Penalty: 645.466370 Iteration 23Q: 3 clusters Score -559947.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -559958.312500 Penalty: 645.466370 Iteration 24Q: 3 clusters Score -559958.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -559965.500000 Penalty: 645.466370 Iteration 25Q: 3 clusters Score -559965.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -559969.062500 Penalty: 645.466370 Iteration 26Q: 3 clusters Score -559969.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -559972.375000 Penalty: 645.466370 Iteration 27Q: 3 clusters Score -559972.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -559979.375000 Penalty: 645.466370 Iteration 28Q: 3 clusters Score -559979.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -559986.000000 Penalty: 645.466370 Iteration 29Q: 3 clusters Score -559986 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -559990.375000 Penalty: 645.466370 Iteration 30Q: 3 clusters Score -559990.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -559996.562500 Penalty: 645.466370 Iteration 31Q: 3 clusters Score -559996.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -560002.437500 Penalty: 645.466370 Iteration 32Q: 3 clusters Score -560002.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -560009.875000 Penalty: 645.466370 Iteration 33Q: 3 clusters Score -560009.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -560018.062500 Penalty: 645.466370 Iteration 34Q: 3 clusters Score -560018.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10205 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -560023.125000 Penalty: 645.466370 Iteration 35Q: 3 clusters Score -560023.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -560027.250000 Penalty: 645.466370 Iteration 36Q: 3 clusters Score -560027.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -560032.250000 Penalty: 645.466370 Iteration 37Q: 3 clusters Score -560032.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -560035.187500 Penalty: 645.466370 Iteration 38Q: 3 clusters Score -560035.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -560039.250000 Penalty: 645.466370 Iteration 39Q: 3 clusters Score -560039.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -560043.250000 Penalty: 645.466370 Iteration 40F: 3 clusters Score -560043.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -560046.937500 Penalty: 645.466370 Iteration 41Q: 3 clusters Score -560046.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -560052.687500 Penalty: 645.466370 Iteration 42Q: 3 clusters Score -560052.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -560055.062500 Penalty: 645.466370 Iteration 43Q: 3 clusters Score -560055.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -560061.812500 Penalty: 645.466370 Iteration 44Q: 3 clusters Score -560061.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -560070.687500 Penalty: 645.466370 Iteration 45Q: 3 clusters Score -560070.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -560077.187500 Penalty: 645.466370 Iteration 46Q: 3 clusters Score -560077.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -560090.625000 Penalty: 645.466370 Iteration 47Q: 3 clusters Score -560090.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -560099.625000 Penalty: 645.466370 Iteration 48Q: 3 clusters Score -560099.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -560106.375000 Penalty: 645.466370 Iteration 49Q: 3 clusters Score -560106.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -560117.437500 Penalty: 645.466370 Iteration 50Q: 3 clusters Score -560117.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -560127.375000 Penalty: 645.466370 Iteration 51Q: 3 clusters Score -560127.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -560139.750000 Penalty: 645.466370 Iteration 52Q: 3 clusters Score -560139.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 8784 members Entering Unmasked Estep Score: -560148.500000 Penalty: 645.466370 Iteration 53Q: 3 clusters Score -560148.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -560158.937500 Penalty: 645.466370 Iteration 54Q: 3 clusters Score -560158.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -560167.687500 Penalty: 645.466370 Iteration 55Q: 3 clusters Score -560167.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -560174.750000 Penalty: 645.466370 Iteration 56Q: 3 clusters Score -560174.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -560182.312500 Penalty: 645.466370 Iteration 57Q: 3 clusters Score -560182.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -560189.750000 Penalty: 645.466370 Iteration 58Q: 3 clusters Score -560189.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -560197.250000 Penalty: 645.466370 Iteration 59Q: 3 clusters Score -560197.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -560203.625000 Penalty: 645.466370 Iteration 60F: 3 clusters Score -560203.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -560212.937500 Penalty: 645.466370 Iteration 61Q: 3 clusters Score -560212.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -560219.937500 Penalty: 645.466370 Iteration 62Q: 3 clusters Score -560219.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -560227.562500 Penalty: 645.466370 Iteration 63Q: 3 clusters Score -560227.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -560237.062500 Penalty: 645.466370 Iteration 64Q: 3 clusters Score -560237.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -560246.312500 Penalty: 645.466370 Iteration 65Q: 3 clusters Score -560246.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -560255.250000 Penalty: 645.466370 Iteration 66Q: 3 clusters Score -560255.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 10111 members Entering Unmasked Estep Score: -560262.812500 Penalty: 645.466370 Iteration 67Q: 3 clusters Score -560262.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -560267.625000 Penalty: 645.466370 Iteration 68Q: 3 clusters Score -560267.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -560278.687500 Penalty: 645.466370 Iteration 69Q: 3 clusters Score -560278.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -560283.875000 Penalty: 645.466370 Iteration 70Q: 3 clusters Score -560283.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -560290.437500 Penalty: 645.466370 Iteration 71Q: 3 clusters Score -560290.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -560299.937500 Penalty: 645.466370 Iteration 72Q: 3 clusters Score -560299.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -560304.437500 Penalty: 645.466370 Iteration 73Q: 3 clusters Score -560304.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -560313.562500 Penalty: 645.466370 Iteration 74Q: 3 clusters Score -560313.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -560322.562500 Penalty: 645.466370 Iteration 75Q: 3 clusters Score -560322.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 10911 members Entering Unmasked Estep Score: -560326.750000 Penalty: 645.466370 Iteration 76Q: 3 clusters Score -560326.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -560333.937500 Penalty: 645.466370 Iteration 77Q: 3 clusters Score -560333.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -560339.750000 Penalty: 645.466370 Iteration 78Q: 3 clusters Score -560339.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -560345.375000 Penalty: 645.466370 Iteration 79Q: 3 clusters Score -560345.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -560350.250000 Penalty: 645.466370 Iteration 80F: 3 clusters Score -560350.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -560358.687500 Penalty: 645.466370 Iteration 81Q: 3 clusters Score -560358.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -560365.812500 Penalty: 645.466370 Iteration 82Q: 3 clusters Score -560365.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -560374.812500 Penalty: 645.466370 Iteration 83Q: 3 clusters Score -560374.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -560384.312500 Penalty: 645.466370 Iteration 84Q: 3 clusters Score -560384.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -560393.250000 Penalty: 645.466370 Iteration 85Q: 3 clusters Score -560393.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -560403.375000 Penalty: 645.466370 Iteration 86Q: 3 clusters Score -560403.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -560410.812500 Penalty: 645.466370 Iteration 87Q: 3 clusters Score -560410.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -560417.625000 Penalty: 645.466370 Iteration 88Q: 3 clusters Score -560417.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 12077 members Entering Unmasked Estep Score: -560424.875000 Penalty: 645.466370 Iteration 89Q: 3 clusters Score -560424.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -560426.937500 Penalty: 645.466370 Iteration 90Q: 3 clusters Score -560426.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -560430.812500 Penalty: 645.466370 Iteration 91Q: 3 clusters Score -560430.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -560432.000000 Penalty: 645.466370 Iteration 92Q: 3 clusters Score -560432 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 12314 members Entering Unmasked Estep Score: -560439.000000 Penalty: 645.466370 Iteration 93Q: 3 clusters Score -560439 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 12368 members Entering Unmasked Estep Score: -560439.875000 Penalty: 645.466370 Iteration 94Q: 3 clusters Score -560439.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -560442.625000 Penalty: 645.466370 Iteration 95Q: 3 clusters Score -560442.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -560451.875000 Penalty: 645.466370 Iteration 96Q: 3 clusters Score -560451.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -560453.687500 Penalty: 645.466370 Iteration 97Q: 3 clusters Score -560453.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -560460.250000 Penalty: 645.466370 Iteration 98Q: 3 clusters Score -560460.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -560465.125000 Penalty: 645.466370 Iteration 99Q: 3 clusters Score -560465.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -560467.500000 Penalty: 645.466370 Iteration 100F: 3 clusters Score -560467.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -560468.500000 Penalty: 645.466370 Iteration 101Q: 3 clusters Score -560468.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -560470.187500 Penalty: 645.466370 Iteration 102Q: 3 clusters Score -560470.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -560472.500000 Penalty: 645.466370 Iteration 103Q: 3 clusters Score -560472.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -560474.125000 Penalty: 645.466370 Iteration 104Q: 3 clusters Score -560474.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 12916 members Entering Unmasked Estep Score: -560477.937500 Penalty: 645.466370 Iteration 105Q: 3 clusters Score -560477.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -560477.750000 Penalty: 645.466370 Iteration 106Q: 3 clusters Score -560477.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -560477.937500 Penalty: 645.466370 Iteration 107Q: 3 clusters Score -560477.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 12983 members Entering Unmasked Estep Score: -560476.500000 Penalty: 645.466370 Iteration 108Q: 3 clusters Score -560476.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -560478.437500 Penalty: 645.466370 Iteration 109Q: 3 clusters Score -560478.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 13009 members Entering Unmasked Estep Score: -560479.375000 Penalty: 645.466370 Iteration 110Q: 3 clusters Score -560479.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -560479.250000 Penalty: 645.466370 Iteration 111Q: 3 clusters Score -560479.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -560479.937500 Penalty: 645.466370 Iteration 112Q: 3 clusters Score -560479.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -560479.875000 Penalty: 645.466370 Iteration 113Q: 3 clusters Score -560479.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -560479.500000 Penalty: 645.466370 Iteration 114Q: 3 clusters Score -560479.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -560481.625000 Penalty: 645.466370 Iteration 115Q: 3 clusters Score -560481.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -560480.625000 Penalty: 645.466370 Iteration 116Q: 3 clusters Score -560480.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 13086 members Entering Unmasked Estep Score: -560482.687500 Penalty: 645.466370 Iteration 117Q: 3 clusters Score -560482.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -560483.000000 Penalty: 645.466370 Iteration 118Q: 3 clusters Score -560483 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -560484.625000 Penalty: 645.466370 Iteration 119Q: 3 clusters Score -560484.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 13142 members Entering Unmasked Estep Score: -560485.437500 Penalty: 645.466370 Iteration 120F: 3 clusters Score -560485.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -560488.000000 Penalty: 645.466370 Iteration 121Q: 3 clusters Score -560488 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -560488.562500 Penalty: 645.466370 Iteration 122Q: 3 clusters Score -560488.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -560491.312500 Penalty: 645.466370 Iteration 123Q: 3 clusters Score -560491.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -560493.187500 Penalty: 645.466370 Iteration 124Q: 3 clusters Score -560493.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -560495.312500 Penalty: 645.466370 Iteration 125Q: 3 clusters Score -560495.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -560495.000000 Penalty: 645.466370 Iteration 126Q: 3 clusters Score -560495 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 13286 members Entering Unmasked Estep Score: -560498.250000 Penalty: 645.466370 Iteration 127Q: 3 clusters Score -560498.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -560501.125000 Penalty: 645.466370 Iteration 128Q: 3 clusters Score -560501.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -560503.750000 Penalty: 645.466370 Iteration 129Q: 3 clusters Score -560503.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -560506.000000 Penalty: 645.466370 Iteration 130Q: 3 clusters Score -560506 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -560511.562500 Penalty: 645.466370 Iteration 131Q: 3 clusters Score -560511.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 13433 members Entering Unmasked Estep Score: -560518.062500 Penalty: 645.466370 Iteration 132Q: 3 clusters Score -560518.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -560527.375000 Penalty: 645.466370 Iteration 133Q: 3 clusters Score -560527.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -560534.375000 Penalty: 645.466370 Iteration 134Q: 3 clusters Score -560534.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -560538.625000 Penalty: 645.466370 Iteration 135Q: 3 clusters Score -560538.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -560546.000000 Penalty: 645.466370 Iteration 136Q: 3 clusters Score -560546 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -560552.875000 Penalty: 645.466370 Iteration 137Q: 3 clusters Score -560552.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -560557.125000 Penalty: 645.466370 Iteration 138Q: 3 clusters Score -560557.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -560556.937500 Penalty: 645.466370 Iteration 139Q: 3 clusters Score -560556.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -560558.500000 Penalty: 645.466370 Iteration 140F: 3 clusters Score -560558.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 13707 members Entering Unmasked Estep Score: -560559.812500 Penalty: 645.466370 Iteration 141Q: 3 clusters Score -560559.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -560560.937500 Penalty: 645.466370 Iteration 142Q: 3 clusters Score -560560.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -560561.687500 Penalty: 645.466370 Iteration 143Q: 3 clusters Score -560561.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -560565.437500 Penalty: 645.466370 Iteration 144Q: 3 clusters Score -560565.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -560568.375000 Penalty: 645.466370 Iteration 145Q: 3 clusters Score -560568.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 13811 members Entering Unmasked Estep Score: -560571.062500 Penalty: 645.466370 Iteration 146Q: 3 clusters Score -560571.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -560571.125000 Penalty: 645.466370 Iteration 147Q: 3 clusters Score -560571.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -560575.812500 Penalty: 645.466370 Iteration 148Q: 3 clusters Score -560575.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -560579.375000 Penalty: 645.466370 Iteration 149Q: 3 clusters Score -560579.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -560582.437500 Penalty: 645.466370 Iteration 150Q: 3 clusters Score -560582.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -560585.312500 Penalty: 645.466370 Iteration 151Q: 3 clusters Score -560585.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -560587.625000 Penalty: 645.466370 Iteration 152Q: 3 clusters Score -560587.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 13993 members Entering Unmasked Estep Score: -560590.875000 Penalty: 645.466370 Iteration 153Q: 3 clusters Score -560590.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -560593.687500 Penalty: 645.466370 Iteration 154Q: 3 clusters Score -560593.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -560595.187500 Penalty: 645.466370 Iteration 155Q: 3 clusters Score -560595.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -560598.562500 Penalty: 645.466370 Iteration 156Q: 3 clusters Score -560598.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 14095 members Entering Unmasked Estep Score: -560601.875000 Penalty: 645.466370 Iteration 157Q: 3 clusters Score -560601.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -560604.500000 Penalty: 645.466370 Iteration 158Q: 3 clusters Score -560604.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -560604.875000 Penalty: 645.466370 Iteration 159Q: 3 clusters Score -560604.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 14148 members Entering Unmasked Estep Score: -560606.187500 Penalty: 645.466370 Iteration 160F: 3 clusters Score -560606.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -560608.625000 Penalty: 645.466370 Iteration 161Q: 3 clusters Score -560608.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -560610.437500 Penalty: 645.466370 Iteration 162Q: 3 clusters Score -560610.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -560611.187500 Penalty: 645.466370 Iteration 163Q: 3 clusters Score -560611.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -560611.687500 Penalty: 645.466370 Iteration 164Q: 3 clusters Score -560611.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -560611.625000 Penalty: 645.466370 Iteration 165Q: 3 clusters Score -560611.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -560612.437500 Penalty: 645.466370 Iteration 166Q: 3 clusters Score -560612.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -560611.875000 Penalty: 645.466370 Iteration 167Q: 3 clusters Score -560611.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 14269 members Entering Unmasked Estep Score: -560612.375000 Penalty: 645.466370 Iteration 168Q: 3 clusters Score -560612.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -560613.437500 Penalty: 645.466370 Iteration 169Q: 3 clusters Score -560613.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 14288 members Entering Unmasked Estep Score: -560614.562500 Penalty: 645.466370 Iteration 170Q: 3 clusters Score -560614.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -560614.875000 Penalty: 645.466370 Iteration 171Q: 3 clusters Score -560614.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 14308 members Entering Unmasked Estep Score: -560615.187500 Penalty: 645.466370 Iteration 172Q: 3 clusters Score -560615.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -560614.625000 Penalty: 645.466370 Iteration 173Q: 3 clusters Score -560614.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 14321 members Entering Unmasked Estep Score: -560613.875000 Penalty: 645.466370 Iteration 174Q: 3 clusters Score -560613.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -560615.562500 Penalty: 645.466370 Iteration 175Q: 3 clusters Score -560615.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -560616.625000 Penalty: 645.466370 Iteration 176Q: 3 clusters Score -560616.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -560617.625000 Penalty: 645.466370 Iteration 177Q: 3 clusters Score -560617.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 14348 members Entering Unmasked Estep Score: -560619.812500 Penalty: 645.466370 Iteration 178Q: 3 clusters Score -560619.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -560620.062500 Penalty: 645.466370 Iteration 179Q: 3 clusters Score -560620.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -560621.000000 Penalty: 645.466370 Iteration 180F: 3 clusters Score -560621 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -560622.000000 Penalty: 645.466370 Iteration 181Q: 3 clusters Score -560622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -560621.812500 Penalty: 645.466370 Iteration 182Q: 3 clusters Score -560621.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -560622.312500 Penalty: 645.466370 Iteration 183Q: 3 clusters Score -560622.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -560622.625000 Penalty: 645.466370 Iteration 184Q: 3 clusters Score -560622.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -560624.187500 Penalty: 645.466370 Iteration 185Q: 3 clusters Score -560624.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -560623.125000 Penalty: 645.466370 Iteration 186Q: 3 clusters Score -560623.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -560623.500000 Penalty: 645.466370 Iteration 187Q: 3 clusters Score -560623.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -560623.187500 Penalty: 645.466370 Iteration 188Q: 3 clusters Score -560623.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -560623.937500 Penalty: 645.466370 Iteration 189Q: 3 clusters Score -560623.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -560623.687500 Penalty: 645.466370 Iteration 190Q: 3 clusters Score -560623.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -560623.750000 Penalty: 645.466370 Iteration 191Q: 3 clusters Score -560623.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -560623.937500 Penalty: 645.466370 Iteration 192Q: 3 clusters Score -560623.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -560623.937500 Penalty: 645.466370 Iteration 193F: 3 clusters Score -560623.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 13032 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 14434 members Entering Unmasked Estep Score: -8855089.000000 Penalty: 12548.027344 Splitting cluster 16 changes total score from -8800075.000000 to -8855089.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 17 (13032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Entering Unmasked Estep Score: -343222.937500 Penalty: 312.680389 Iteration 0F: 2 clusters Score -343222.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -334544.031250 Penalty: 625.360779 Iteration 0F: 3 clusters Score -334544 nChanged 6236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -338760.250000 Penalty: 625.360779 Iteration 1F: 3 clusters Score -338760.2 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -339373.031250 Penalty: 625.360779 Iteration 2F: 3 clusters Score -339373 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -339820.500000 Penalty: 625.360779 Iteration 3F: 3 clusters Score -339820.5 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -340105.062500 Penalty: 625.360779 Iteration 4F: 3 clusters Score -340105.1 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -340310.937500 Penalty: 625.360779 Iteration 5Q: 3 clusters Score -340310.9 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -340484.687500 Penalty: 625.360779 Iteration 6Q: 3 clusters Score -340484.7 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -340757.500000 Penalty: 625.360779 Iteration 7Q: 3 clusters Score -340757.5 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -341304.625000 Penalty: 625.360779 Iteration 8Q: 3 clusters Score -341304.6 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -342343.843750 Penalty: 625.360779 Iteration 9F: 3 clusters Score -342343.8 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -343493.406250 Penalty: 625.360779 Iteration 10F: 3 clusters Score -343493.4 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -344455.218750 Penalty: 625.360779 Iteration 11F: 3 clusters Score -344455.2 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -346075.625000 Penalty: 625.360779 Iteration 12Q: 3 clusters Score -346075.6 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -347755.968750 Penalty: 625.360779 Iteration 13Q: 3 clusters Score -347756 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -347873.468750 Penalty: 625.360779 Iteration 14Q: 3 clusters Score -347873.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -347883.156250 Penalty: 625.360779 Iteration 15Q: 3 clusters Score -347883.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -347887.687500 Penalty: 625.360779 Iteration 16Q: 3 clusters Score -347887.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -347887.406250 Penalty: 625.360779 Iteration 17Q: 3 clusters Score -347887.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -347887.406250 Penalty: 625.360779 Iteration 18Q: 3 clusters Score -347887.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -347887.375000 Penalty: 625.360779 Iteration 19Q: 3 clusters Score -347887.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -347887.375000 Penalty: 625.360779 Iteration 20F: 3 clusters Score -347887.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 7534 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 14434 members Mstep: Class 31 contains 7219 members Entering Unmasked Estep Score: -8859645.000000 Penalty: 12966.294922 Splitting cluster 17 changes total score from -8800075.000000 to -8859645.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (7534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Entering Unmasked Estep Score: -248947.687500 Penalty: 294.596985 Iteration 0F: 2 clusters Score -248947.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -244039.734375 Penalty: 589.193970 Iteration 0F: 3 clusters Score -244039.7 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -247031.609375 Penalty: 589.193970 Iteration 1F: 3 clusters Score -247031.6 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -248314.640625 Penalty: 589.193970 Iteration 2F: 3 clusters Score -248314.6 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -249404.750000 Penalty: 589.193970 Iteration 3F: 3 clusters Score -249404.8 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -249924.468750 Penalty: 589.193970 Iteration 4F: 3 clusters Score -249924.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -250103.984375 Penalty: 589.193970 Iteration 5Q: 3 clusters Score -250104 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -250166.187500 Penalty: 589.193970 Iteration 6Q: 3 clusters Score -250166.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -250199.390625 Penalty: 589.193970 Iteration 7Q: 3 clusters Score -250199.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -250214.562500 Penalty: 589.193970 Iteration 8Q: 3 clusters Score -250214.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -250222.875000 Penalty: 589.193970 Iteration 9Q: 3 clusters Score -250222.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -250228.656250 Penalty: 589.193970 Iteration 10Q: 3 clusters Score -250228.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -250232.531250 Penalty: 589.193970 Iteration 11Q: 3 clusters Score -250232.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -250235.968750 Penalty: 589.193970 Iteration 12Q: 3 clusters Score -250236 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -250237.593750 Penalty: 589.193970 Iteration 13Q: 3 clusters Score -250237.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -250239.703125 Penalty: 589.193970 Iteration 14Q: 3 clusters Score -250239.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -250241.343750 Penalty: 589.193970 Iteration 15Q: 3 clusters Score -250241.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -250242.687500 Penalty: 589.193970 Iteration 16Q: 3 clusters Score -250242.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -250242.796875 Penalty: 589.193970 Iteration 17Q: 3 clusters Score -250242.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -250243.718750 Penalty: 589.193970 Iteration 18Q: 3 clusters Score -250243.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -250243.750000 Penalty: 589.193970 Iteration 19Q: 3 clusters Score -250243.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -250243.750000 Penalty: 589.193970 Iteration 20F: 3 clusters Score -250243.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 3938 members Mstep: Class 19 contains 27870 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 14434 members Mstep: Class 31 contains 7219 members Mstep: Class 32 contains 3596 members Entering Unmasked Estep Score: -8860798.000000 Penalty: 13384.562500 Splitting cluster 18 changes total score from -8800075.000000 to -8860798.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (27870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27870 members Entering Unmasked Estep Score: -830564.937500 Penalty: 337.765076 Iteration 0F: 2 clusters Score -830564.9 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 13883 members Entering Unmasked Estep Score: -811847.312500 Penalty: 675.530151 Iteration 0F: 3 clusters Score -811847.3 nChanged 13485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -820411.562500 Penalty: 675.530151 Iteration 1F: 3 clusters Score -820411.6 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16680 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -821394.625000 Penalty: 675.530151 Iteration 2F: 3 clusters Score -821394.6 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -822711.625000 Penalty: 675.530151 Iteration 3F: 3 clusters Score -822711.6 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -824149.937500 Penalty: 675.530151 Iteration 4F: 3 clusters Score -824149.9 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20224 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -825460.125000 Penalty: 675.530151 Iteration 5F: 3 clusters Score -825460.1 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -826791.062500 Penalty: 675.530151 Iteration 6F: 3 clusters Score -826791.1 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22251 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -828863.812500 Penalty: 675.530151 Iteration 7Q: 3 clusters Score -828863.8 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22647 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -830380.187500 Penalty: 675.530151 Iteration 8Q: 3 clusters Score -830380.2 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -830982.562500 Penalty: 675.530151 Iteration 9Q: 3 clusters Score -830982.6 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22787 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -831246.437500 Penalty: 675.530151 Iteration 10Q: 3 clusters Score -831246.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -831355.250000 Penalty: 675.530151 Iteration 11Q: 3 clusters Score -831355.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23076 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -831405.500000 Penalty: 675.530151 Iteration 12Q: 3 clusters Score -831405.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23200 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -831435.500000 Penalty: 675.530151 Iteration 13Q: 3 clusters Score -831435.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23285 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -831446.187500 Penalty: 675.530151 Iteration 14Q: 3 clusters Score -831446.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -831452.125000 Penalty: 675.530151 Iteration 15Q: 3 clusters Score -831452.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -831457.812500 Penalty: 675.530151 Iteration 16Q: 3 clusters Score -831457.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23488 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -831465.625000 Penalty: 675.530151 Iteration 17Q: 3 clusters Score -831465.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -831475.687500 Penalty: 675.530151 Iteration 18Q: 3 clusters Score -831475.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -831479.312500 Penalty: 675.530151 Iteration 19Q: 3 clusters Score -831479.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23665 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -831484.812500 Penalty: 675.530151 Iteration 20F: 3 clusters Score -831484.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -831488.812500 Penalty: 675.530151 Iteration 21Q: 3 clusters Score -831488.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23760 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -831492.687500 Penalty: 675.530151 Iteration 22Q: 3 clusters Score -831492.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23794 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -831494.250000 Penalty: 675.530151 Iteration 23Q: 3 clusters Score -831494.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -831495.687500 Penalty: 675.530151 Iteration 24Q: 3 clusters Score -831495.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23862 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -831500.250000 Penalty: 675.530151 Iteration 25Q: 3 clusters Score -831500.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23893 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -831502.625000 Penalty: 675.530151 Iteration 26Q: 3 clusters Score -831502.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23924 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -831501.750000 Penalty: 675.530151 Iteration 27Q: 3 clusters Score -831501.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23948 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -831503.312500 Penalty: 675.530151 Iteration 28Q: 3 clusters Score -831503.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23976 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -831507.250000 Penalty: 675.530151 Iteration 29Q: 3 clusters Score -831507.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24005 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -831510.187500 Penalty: 675.530151 Iteration 30Q: 3 clusters Score -831510.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24022 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -831508.250000 Penalty: 675.530151 Iteration 31Q: 3 clusters Score -831508.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -831510.125000 Penalty: 675.530151 Iteration 32Q: 3 clusters Score -831510.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -831510.750000 Penalty: 675.530151 Iteration 33Q: 3 clusters Score -831510.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24057 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -831509.000000 Penalty: 675.530151 Iteration 34Q: 3 clusters Score -831509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -831508.687500 Penalty: 675.530151 Iteration 35Q: 3 clusters Score -831508.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24069 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -831509.000000 Penalty: 675.530151 Iteration 36Q: 3 clusters Score -831509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24075 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -831511.375000 Penalty: 675.530151 Iteration 37Q: 3 clusters Score -831511.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24081 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -831511.000000 Penalty: 675.530151 Iteration 38Q: 3 clusters Score -831511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24085 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -831512.000000 Penalty: 675.530151 Iteration 39Q: 3 clusters Score -831512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24091 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -831512.875000 Penalty: 675.530151 Iteration 40F: 3 clusters Score -831512.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -831512.062500 Penalty: 675.530151 Iteration 41Q: 3 clusters Score -831512.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24102 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -831511.562500 Penalty: 675.530151 Iteration 42Q: 3 clusters Score -831511.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -831511.812500 Penalty: 675.530151 Iteration 43Q: 3 clusters Score -831511.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24113 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -831511.937500 Penalty: 675.530151 Iteration 44Q: 3 clusters Score -831511.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24122 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -831513.125000 Penalty: 675.530151 Iteration 45Q: 3 clusters Score -831513.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24129 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -831514.500000 Penalty: 675.530151 Iteration 46Q: 3 clusters Score -831514.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24142 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -831517.500000 Penalty: 675.530151 Iteration 47Q: 3 clusters Score -831517.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24156 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -831517.437500 Penalty: 675.530151 Iteration 48Q: 3 clusters Score -831517.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24167 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -831517.687500 Penalty: 675.530151 Iteration 49Q: 3 clusters Score -831517.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24172 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -831518.812500 Penalty: 675.530151 Iteration 50Q: 3 clusters Score -831518.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -831521.437500 Penalty: 675.530151 Iteration 51Q: 3 clusters Score -831521.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24183 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -831520.687500 Penalty: 675.530151 Iteration 52Q: 3 clusters Score -831520.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24187 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -831520.375000 Penalty: 675.530151 Iteration 53Q: 3 clusters Score -831520.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24190 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -831519.250000 Penalty: 675.530151 Iteration 54Q: 3 clusters Score -831519.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24193 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -831518.250000 Penalty: 675.530151 Iteration 55Q: 3 clusters Score -831518.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24194 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -831519.187500 Penalty: 675.530151 Iteration 56Q: 3 clusters Score -831519.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24194 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -831519.187500 Penalty: 675.530151 Iteration 57F: 3 clusters Score -831519.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 3938 members Mstep: Class 19 contains 24194 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 14434 members Mstep: Class 31 contains 7219 members Mstep: Class 32 contains 3596 members Mstep: Class 33 contains 3676 members Entering Unmasked Estep Score: -8861673.000000 Penalty: 13802.830078 Splitting cluster 19 changes total score from -8800075.000000 to -8861673.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 20 (4420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Entering Unmasked Estep Score: -84675.281250 Penalty: 276.998535 Iteration 0F: 2 clusters Score -84675.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -81798.664062 Penalty: 553.997070 Iteration 0F: 3 clusters Score -81798.66 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -83990.125000 Penalty: 553.997070 Iteration 1F: 3 clusters Score -83990.12 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -84431.507812 Penalty: 553.997070 Iteration 2F: 3 clusters Score -84431.51 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -84598.625000 Penalty: 553.997070 Iteration 3F: 3 clusters Score -84598.62 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -84665.671875 Penalty: 553.997070 Iteration 4Q: 3 clusters Score -84665.67 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -84696.468750 Penalty: 553.997070 Iteration 5Q: 3 clusters Score -84696.47 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -84721.445312 Penalty: 553.997070 Iteration 6Q: 3 clusters Score -84721.45 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -84740.554688 Penalty: 553.997070 Iteration 7Q: 3 clusters Score -84740.55 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -84756.281250 Penalty: 553.997070 Iteration 8Q: 3 clusters Score -84756.28 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -84771.375000 Penalty: 553.997070 Iteration 9Q: 3 clusters Score -84771.38 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -84787.062500 Penalty: 553.997070 Iteration 10Q: 3 clusters Score -84787.06 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -84808.054688 Penalty: 553.997070 Iteration 11Q: 3 clusters Score -84808.05 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -84830.015625 Penalty: 553.997070 Iteration 12Q: 3 clusters Score -84830.02 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -84854.125000 Penalty: 553.997070 Iteration 13Q: 3 clusters Score -84854.12 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -84886.000000 Penalty: 553.997070 Iteration 14Q: 3 clusters Score -84886 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -84923.445312 Penalty: 553.997070 Iteration 15Q: 3 clusters Score -84923.45 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -84959.773438 Penalty: 553.997070 Iteration 16Q: 3 clusters Score -84959.77 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -84992.703125 Penalty: 553.997070 Iteration 17Q: 3 clusters Score -84992.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -85025.476562 Penalty: 553.997070 Iteration 18Q: 3 clusters Score -85025.48 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -85059.289062 Penalty: 553.997070 Iteration 19Q: 3 clusters Score -85059.29 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -85099.671875 Penalty: 553.997070 Iteration 20F: 3 clusters Score -85099.67 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -85127.679688 Penalty: 553.997070 Iteration 21Q: 3 clusters Score -85127.68 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -85145.101562 Penalty: 553.997070 Iteration 22Q: 3 clusters Score -85145.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -85158.085938 Penalty: 553.997070 Iteration 23Q: 3 clusters Score -85158.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -85167.218750 Penalty: 553.997070 Iteration 24Q: 3 clusters Score -85167.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -85182.476562 Penalty: 553.997070 Iteration 25Q: 3 clusters Score -85182.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -85202.359375 Penalty: 553.997070 Iteration 26Q: 3 clusters Score -85202.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85212.406250 Penalty: 553.997070 Iteration 27Q: 3 clusters Score -85212.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -85219.031250 Penalty: 553.997070 Iteration 28Q: 3 clusters Score -85219.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -85223.187500 Penalty: 553.997070 Iteration 29Q: 3 clusters Score -85223.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85224.382812 Penalty: 553.997070 Iteration 30Q: 3 clusters Score -85224.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85226.820312 Penalty: 553.997070 Iteration 31Q: 3 clusters Score -85226.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -85228.421875 Penalty: 553.997070 Iteration 32Q: 3 clusters Score -85228.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -85230.476562 Penalty: 553.997070 Iteration 33Q: 3 clusters Score -85230.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -85231.406250 Penalty: 553.997070 Iteration 34Q: 3 clusters Score -85231.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -85231.742188 Penalty: 553.997070 Iteration 35Q: 3 clusters Score -85231.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -85233.304688 Penalty: 553.997070 Iteration 36Q: 3 clusters Score -85233.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -85235.773438 Penalty: 553.997070 Iteration 37Q: 3 clusters Score -85235.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -85236.453125 Penalty: 553.997070 Iteration 38Q: 3 clusters Score -85236.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85237.640625 Penalty: 553.997070 Iteration 39Q: 3 clusters Score -85237.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85251.406250 Penalty: 553.997070 Iteration 40F: 3 clusters Score -85251.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -85258.250000 Penalty: 553.997070 Iteration 41Q: 3 clusters Score -85258.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -85264.781250 Penalty: 553.997070 Iteration 42Q: 3 clusters Score -85264.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -85268.570312 Penalty: 553.997070 Iteration 43Q: 3 clusters Score -85268.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -85269.765625 Penalty: 553.997070 Iteration 44Q: 3 clusters Score -85269.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -85270.203125 Penalty: 553.997070 Iteration 45Q: 3 clusters Score -85270.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -85270.812500 Penalty: 553.997070 Iteration 46Q: 3 clusters Score -85270.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -85271.343750 Penalty: 553.997070 Iteration 47Q: 3 clusters Score -85271.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -85271.781250 Penalty: 553.997070 Iteration 48Q: 3 clusters Score -85271.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -85272.492188 Penalty: 553.997070 Iteration 49Q: 3 clusters Score -85272.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -85272.796875 Penalty: 553.997070 Iteration 50Q: 3 clusters Score -85272.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -85273.109375 Penalty: 553.997070 Iteration 51Q: 3 clusters Score -85273.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -85273.328125 Penalty: 553.997070 Iteration 52Q: 3 clusters Score -85273.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -85273.515625 Penalty: 553.997070 Iteration 53Q: 3 clusters Score -85273.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -85273.601562 Penalty: 553.997070 Iteration 54Q: 3 clusters Score -85273.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -85273.601562 Penalty: 553.997070 Iteration 55F: 3 clusters Score -85273.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 8 contains 225 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 3938 members Mstep: Class 19 contains 24194 members Mstep: Class 20 contains 446 members Mstep: Class 21 contains 4509 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 1519 members Mstep: Class 24 contains 10995 members Mstep: Class 25 contains 3946 members Mstep: Class 26 contains 10323 members Mstep: Class 27 contains 238 members Mstep: Class 28 contains 37190 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 14434 members Mstep: Class 31 contains 7219 members Mstep: Class 32 contains 3596 members Mstep: Class 33 contains 3676 members Mstep: Class 34 contains 3974 members Entering Unmasked Estep Score: -8862124.000000 Penalty: 14221.097656 Splitting cluster 20 changes total score from -8800075.000000 to -8862124.000000 So it's getting split into cluster 34. Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 15518 members Mstep: Class 3 contains 36762 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 3833 members Mstep: Class 6 contains 3899 members Mstep: Class 7 contains 11995 members Mstep: Class 9 contains 19093 members Mstep: Class 10 contains 8143 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 7434 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 50006 members Mstep: Class 15 contains 4776 members Mstep: Class 16 contains 3239 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 3938 members Mstep: Class 19 contains 24194 members Mstep: Class 20 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -8874796.000000 Penalty: 14221.097656 Iteration 39Q: 35 clusters Score -8874796 nChanged 12414 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 15448 members Mstep: Class 3 contains 36656 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 4724 members Mstep: Class 6 contains 4084 members Mstep: Class 7 contains 12371 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 19800 members Mstep: Class 10 contains 7626 members Mstep: Class 11 contains 9986 members Mstep: Class 12 contains 7567 members Mstep: Class 13 contains 1596 members Mstep: Class 14 contains 50758 members Mstep: Class 15 contains 4778 members Mstep: Class 16 contains 3261 members Mstep: Class 17 contains 6083 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 24415 members Mstep: Class 20 contains 471 members Mstep: Class 21 contains 4286 members Mstep: Class 22 contains 2211 members Mstep: Class 23 contains 1481 members Mstep: Class 24 contains 9794 members Mstep: Class 25 contains 4203 members Mstep: Class 26 contains 9693 members Mstep: Class 27 contains 276 members Mstep: Class 28 contains 36589 members Mstep: Class 29 contains 402 members Mstep: Class 30 contains 14245 members Mstep: Class 31 contains 6708 members Mstep: Class 32 contains 3921 members Mstep: Class 33 contains 4104 members Mstep: Class 34 contains 3914 members Entering Unmasked Estep ConsiderDeletion Score: -8887351.000000 Penalty: 14221.097656 Iteration 40F: 35 clusters Score -8887351 nChanged 10681 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 15299 members Mstep: Class 3 contains 36562 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 5071 members Mstep: Class 6 contains 4025 members Mstep: Class 7 contains 12477 members Mstep: Class 8 contains 298 members Mstep: Class 9 contains 19492 members Mstep: Class 10 contains 7135 members Mstep: Class 11 contains 9294 members Mstep: Class 12 contains 7217 members Mstep: Class 13 contains 1699 members Mstep: Class 14 contains 50962 members Mstep: Class 15 contains 4740 members Mstep: Class 16 contains 3257 members Mstep: Class 17 contains 5541 members Mstep: Class 18 contains 3887 members Mstep: Class 19 contains 24320 members Mstep: Class 20 contains 529 members Mstep: Class 21 contains 4415 members Mstep: Class 22 contains 2333 members Mstep: Class 23 contains 1752 members Mstep: Class 24 contains 9383 members Mstep: Class 25 contains 4849 members Mstep: Class 26 contains 9989 members Mstep: Class 27 contains 301 members Mstep: Class 28 contains 36234 members Mstep: Class 29 contains 412 members Mstep: Class 30 contains 14164 members Mstep: Class 31 contains 6783 members Mstep: Class 32 contains 4256 members Mstep: Class 33 contains 4624 members Mstep: Class 34 contains 3967 members Entering Unmasked Estep ConsiderDeletion Score: -8893255.000000 Penalty: 14221.097656 Iteration 41Q: 35 clusters Score -8893255 nChanged 7239 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 15203 members Mstep: Class 3 contains 36469 members Mstep: Class 4 contains 1007 members Mstep: Class 5 contains 5365 members Mstep: Class 6 contains 3902 members Mstep: Class 7 contains 12765 members Mstep: Class 8 contains 351 members Mstep: Class 9 contains 19068 members Mstep: Class 10 contains 6792 members Mstep: Class 11 contains 8685 members Mstep: Class 12 contains 7009 members Mstep: Class 13 contains 1755 members Mstep: Class 14 contains 51364 members Mstep: Class 15 contains 4724 members Mstep: Class 16 contains 3243 members Mstep: Class 17 contains 5205 members Mstep: Class 18 contains 3884 members Mstep: Class 19 contains 24294 members Mstep: Class 20 contains 536 members Mstep: Class 21 contains 4426 members Mstep: Class 22 contains 2395 members Mstep: Class 23 contains 1933 members Mstep: Class 24 contains 9174 members Mstep: Class 25 contains 5204 members Mstep: Class 26 contains 10125 members Mstep: Class 27 contains 327 members Mstep: Class 28 contains 35893 members Mstep: Class 29 contains 416 members Mstep: Class 30 contains 14047 members Mstep: Class 31 contains 6699 members Mstep: Class 32 contains 4454 members Mstep: Class 33 contains 5115 members Mstep: Class 34 contains 4024 members Entering Unmasked Estep ConsiderDeletion Score: -8896434.000000 Penalty: 14221.097656 Iteration 42Q: 35 clusters Score -8896434 nChanged 5895 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 15137 members Mstep: Class 3 contains 36404 members Mstep: Class 4 contains 978 members Mstep: Class 5 contains 5558 members Mstep: Class 6 contains 3735 members Mstep: Class 7 contains 13033 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 18649 members Mstep: Class 10 contains 6598 members Mstep: Class 11 contains 8121 members Mstep: Class 12 contains 6823 members Mstep: Class 13 contains 1801 members Mstep: Class 14 contains 51794 members Mstep: Class 15 contains 4719 members Mstep: Class 16 contains 3210 members Mstep: Class 17 contains 5017 members Mstep: Class 18 contains 3902 members Mstep: Class 19 contains 24250 members Mstep: Class 20 contains 554 members Mstep: Class 21 contains 4403 members Mstep: Class 22 contains 2412 members Mstep: Class 23 contains 2013 members Mstep: Class 24 contains 9065 members Mstep: Class 25 contains 5450 members Mstep: Class 26 contains 10198 members Mstep: Class 27 contains 341 members Mstep: Class 28 contains 35571 members Mstep: Class 29 contains 417 members Mstep: Class 30 contains 13978 members Mstep: Class 31 contains 6545 members Mstep: Class 32 contains 4604 members Mstep: Class 33 contains 5644 members Mstep: Class 34 contains 4053 members Entering Unmasked Estep ConsiderDeletion Score: -8898584.000000 Penalty: 14221.097656 Iteration 43Q: 35 clusters Score -8898584 nChanged 5145 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 15077 members Mstep: Class 3 contains 36366 members Mstep: Class 4 contains 959 members Mstep: Class 5 contains 5668 members Mstep: Class 6 contains 3559 members Mstep: Class 7 contains 13274 members Mstep: Class 8 contains 434 members Mstep: Class 9 contains 18244 members Mstep: Class 10 contains 6403 members Mstep: Class 11 contains 7628 members Mstep: Class 12 contains 6642 members Mstep: Class 13 contains 1836 members Mstep: Class 14 contains 52208 members Mstep: Class 15 contains 4716 members Mstep: Class 16 contains 3169 members Mstep: Class 17 contains 4887 members Mstep: Class 18 contains 3929 members Mstep: Class 19 contains 24198 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4376 members Mstep: Class 22 contains 2432 members Mstep: Class 23 contains 2010 members Mstep: Class 24 contains 9004 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 10295 members Mstep: Class 27 contains 352 members Mstep: Class 28 contains 35318 members Mstep: Class 29 contains 417 members Mstep: Class 30 contains 13919 members Mstep: Class 31 contains 6411 members Mstep: Class 32 contains 4727 members Mstep: Class 33 contains 6145 members Mstep: Class 34 contains 4072 members Entering Unmasked Estep ConsiderDeletion Score: -8900340.000000 Penalty: 14221.097656 Iteration 44Q: 35 clusters Score -8900340 nChanged 4525 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 15030 members Mstep: Class 3 contains 36323 members Mstep: Class 4 contains 964 members Mstep: Class 5 contains 5698 members Mstep: Class 6 contains 3362 members Mstep: Class 7 contains 13480 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 17918 members Mstep: Class 10 contains 6256 members Mstep: Class 11 contains 7202 members Mstep: Class 12 contains 6463 members Mstep: Class 13 contains 1892 members Mstep: Class 14 contains 52594 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 3119 members Mstep: Class 17 contains 4824 members Mstep: Class 18 contains 3969 members Mstep: Class 19 contains 24163 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4334 members Mstep: Class 22 contains 2444 members Mstep: Class 23 contains 1994 members Mstep: Class 24 contains 8950 members Mstep: Class 25 contains 5766 members Mstep: Class 26 contains 10326 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 35104 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13873 members Mstep: Class 31 contains 6287 members Mstep: Class 32 contains 4829 members Mstep: Class 33 contains 6627 members Mstep: Class 34 contains 4076 members Entering Unmasked Estep ConsiderDeletion Score: -8901491.000000 Penalty: 14221.097656 Iteration 45Q: 35 clusters Score -8901491 nChanged 3920 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 14997 members Mstep: Class 3 contains 36251 members Mstep: Class 4 contains 974 members Mstep: Class 5 contains 5689 members Mstep: Class 6 contains 3175 members Mstep: Class 7 contains 13629 members Mstep: Class 8 contains 540 members Mstep: Class 9 contains 17611 members Mstep: Class 10 contains 6170 members Mstep: Class 11 contains 6818 members Mstep: Class 12 contains 6273 members Mstep: Class 13 contains 1929 members Mstep: Class 14 contains 52947 members Mstep: Class 15 contains 4711 members Mstep: Class 16 contains 3063 members Mstep: Class 17 contains 4791 members Mstep: Class 18 contains 3998 members Mstep: Class 19 contains 24140 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 4284 members Mstep: Class 22 contains 2449 members Mstep: Class 23 contains 1955 members Mstep: Class 24 contains 8898 members Mstep: Class 25 contains 5857 members Mstep: Class 26 contains 10394 members Mstep: Class 27 contains 365 members Mstep: Class 28 contains 34950 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13854 members Mstep: Class 31 contains 6186 members Mstep: Class 32 contains 4911 members Mstep: Class 33 contains 7104 members Mstep: Class 34 contains 4080 members Entering Unmasked Estep ConsiderDeletion Score: -8902466.000000 Penalty: 14221.097656 Iteration 46Q: 35 clusters Score -8902466 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 14983 members Mstep: Class 3 contains 36135 members Mstep: Class 4 contains 980 members Mstep: Class 5 contains 5658 members Mstep: Class 6 contains 3008 members Mstep: Class 7 contains 13755 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 17343 members Mstep: Class 10 contains 6124 members Mstep: Class 11 contains 6514 members Mstep: Class 12 contains 6104 members Mstep: Class 13 contains 1971 members Mstep: Class 14 contains 53225 members Mstep: Class 15 contains 4712 members Mstep: Class 16 contains 3017 members Mstep: Class 17 contains 4775 members Mstep: Class 18 contains 4035 members Mstep: Class 19 contains 24146 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 4230 members Mstep: Class 22 contains 2452 members Mstep: Class 23 contains 1944 members Mstep: Class 24 contains 8848 members Mstep: Class 25 contains 5937 members Mstep: Class 26 contains 10430 members Mstep: Class 27 contains 370 members Mstep: Class 28 contains 34821 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13833 members Mstep: Class 31 contains 6097 members Mstep: Class 32 contains 4987 members Mstep: Class 33 contains 7522 members Mstep: Class 34 contains 4089 members Entering Unmasked Estep ConsiderDeletion Score: -8903173.000000 Penalty: 14221.097656 Iteration 47Q: 35 clusters Score -8903173 nChanged 3208 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 14968 members Mstep: Class 3 contains 36002 members Mstep: Class 4 contains 997 members Mstep: Class 5 contains 5601 members Mstep: Class 6 contains 2851 members Mstep: Class 7 contains 13876 members Mstep: Class 8 contains 606 members Mstep: Class 9 contains 17089 members Mstep: Class 10 contains 6101 members Mstep: Class 11 contains 6230 members Mstep: Class 12 contains 5971 members Mstep: Class 13 contains 2007 members Mstep: Class 14 contains 53482 members Mstep: Class 15 contains 4713 members Mstep: Class 16 contains 2966 members Mstep: Class 17 contains 4779 members Mstep: Class 18 contains 4067 members Mstep: Class 19 contains 24149 members Mstep: Class 20 contains 577 members Mstep: Class 21 contains 4177 members Mstep: Class 22 contains 2447 members Mstep: Class 23 contains 1939 members Mstep: Class 24 contains 8803 members Mstep: Class 25 contains 6028 members Mstep: Class 26 contains 10451 members Mstep: Class 27 contains 375 members Mstep: Class 28 contains 34691 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13834 members Mstep: Class 31 contains 6054 members Mstep: Class 32 contains 5063 members Mstep: Class 33 contains 7878 members Mstep: Class 34 contains 4089 members Entering Unmasked Estep ConsiderDeletion Score: -8903876.000000 Penalty: 14221.097656 Iteration 48Q: 35 clusters Score -8903876 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 14960 members Mstep: Class 3 contains 35792 members Mstep: Class 4 contains 1026 members Mstep: Class 5 contains 5520 members Mstep: Class 6 contains 2700 members Mstep: Class 7 contains 13988 members Mstep: Class 8 contains 628 members Mstep: Class 9 contains 16847 members Mstep: Class 10 contains 6105 members Mstep: Class 11 contains 6012 members Mstep: Class 12 contains 5832 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 53731 members Mstep: Class 15 contains 4711 members Mstep: Class 16 contains 2913 members Mstep: Class 17 contains 4787 members Mstep: Class 18 contains 4100 members Mstep: Class 19 contains 24204 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 4124 members Mstep: Class 22 contains 2431 members Mstep: Class 23 contains 1927 members Mstep: Class 24 contains 8795 members Mstep: Class 25 contains 6090 members Mstep: Class 26 contains 10490 members Mstep: Class 27 contains 383 members Mstep: Class 28 contains 34591 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 13838 members Mstep: Class 31 contains 6042 members Mstep: Class 32 contains 5111 members Mstep: Class 33 contains 8190 members Mstep: Class 34 contains 4080 members Entering Unmasked Estep ConsiderDeletion Score: -8904440.000000 Penalty: 14221.097656 Iteration 49Q: 35 clusters Score -8904440 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 14955 members Mstep: Class 3 contains 35577 members Mstep: Class 4 contains 1034 members Mstep: Class 5 contains 5461 members Mstep: Class 6 contains 2572 members Mstep: Class 7 contains 14107 members Mstep: Class 8 contains 649 members Mstep: Class 9 contains 16629 members Mstep: Class 10 contains 6094 members Mstep: Class 11 contains 5867 members Mstep: Class 12 contains 5697 members Mstep: Class 13 contains 2067 members Mstep: Class 14 contains 53956 members Mstep: Class 15 contains 4710 members Mstep: Class 16 contains 2870 members Mstep: Class 17 contains 4800 members Mstep: Class 18 contains 4150 members Mstep: Class 19 contains 24286 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 4086 members Mstep: Class 22 contains 2414 members Mstep: Class 23 contains 1911 members Mstep: Class 24 contains 8768 members Mstep: Class 25 contains 6153 members Mstep: Class 26 contains 10502 members Mstep: Class 27 contains 392 members Mstep: Class 28 contains 34480 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13835 members Mstep: Class 31 contains 6053 members Mstep: Class 32 contains 5154 members Mstep: Class 33 contains 8445 members Mstep: Class 34 contains 4065 members Entering Unmasked Estep ConsiderDeletion Score: -8904959.000000 Penalty: 14221.097656 Iteration 50Q: 35 clusters Score -8904959 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 14950 members Mstep: Class 3 contains 35378 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 5393 members Mstep: Class 6 contains 2463 members Mstep: Class 7 contains 14228 members Mstep: Class 8 contains 669 members Mstep: Class 9 contains 16395 members Mstep: Class 10 contains 6092 members Mstep: Class 11 contains 5755 members Mstep: Class 12 contains 5560 members Mstep: Class 13 contains 2111 members Mstep: Class 14 contains 54214 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2824 members Mstep: Class 17 contains 4822 members Mstep: Class 18 contains 4210 members Mstep: Class 19 contains 24341 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 4046 members Mstep: Class 22 contains 2396 members Mstep: Class 23 contains 1900 members Mstep: Class 24 contains 8737 members Mstep: Class 25 contains 6214 members Mstep: Class 26 contains 10492 members Mstep: Class 27 contains 397 members Mstep: Class 28 contains 34363 members Mstep: Class 29 contains 418 members Mstep: Class 30 contains 13830 members Mstep: Class 31 contains 6066 members Mstep: Class 32 contains 5185 members Mstep: Class 33 contains 8685 members Mstep: Class 34 contains 4049 members Entering Unmasked Estep ConsiderDeletion Score: -8905494.000000 Penalty: 14221.097656 Iteration 51Q: 35 clusters Score -8905494 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 14936 members Mstep: Class 3 contains 35173 members Mstep: Class 4 contains 1064 members Mstep: Class 5 contains 5351 members Mstep: Class 6 contains 2362 members Mstep: Class 7 contains 14324 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 16149 members Mstep: Class 10 contains 6088 members Mstep: Class 11 contains 5645 members Mstep: Class 12 contains 5419 members Mstep: Class 13 contains 2146 members Mstep: Class 14 contains 54494 members Mstep: Class 15 contains 4708 members Mstep: Class 16 contains 2772 members Mstep: Class 17 contains 4839 members Mstep: Class 18 contains 4308 members Mstep: Class 19 contains 24446 members Mstep: Class 20 contains 586 members Mstep: Class 21 contains 4007 members Mstep: Class 22 contains 2383 members Mstep: Class 23 contains 1885 members Mstep: Class 24 contains 8718 members Mstep: Class 25 contains 6280 members Mstep: Class 26 contains 10472 members Mstep: Class 27 contains 402 members Mstep: Class 28 contains 34228 members Mstep: Class 29 contains 418 members Mstep: Class 30 contains 13839 members Mstep: Class 31 contains 6100 members Mstep: Class 32 contains 5203 members Mstep: Class 33 contains 8874 members Mstep: Class 34 contains 4040 members Entering Unmasked Estep ConsiderDeletion Score: -8905994.000000 Penalty: 14221.097656 Iteration 52Q: 35 clusters Score -8905994 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 14929 members Mstep: Class 3 contains 35005 members Mstep: Class 4 contains 1073 members Mstep: Class 5 contains 5326 members Mstep: Class 6 contains 2261 members Mstep: Class 7 contains 14419 members Mstep: Class 8 contains 704 members Mstep: Class 9 contains 15898 members Mstep: Class 10 contains 6111 members Mstep: Class 11 contains 5565 members Mstep: Class 12 contains 5261 members Mstep: Class 13 contains 2172 members Mstep: Class 14 contains 54750 members Mstep: Class 15 contains 4707 members Mstep: Class 16 contains 2728 members Mstep: Class 17 contains 4865 members Mstep: Class 18 contains 4414 members Mstep: Class 19 contains 24496 members Mstep: Class 20 contains 589 members Mstep: Class 21 contains 3975 members Mstep: Class 22 contains 2369 members Mstep: Class 23 contains 1871 members Mstep: Class 24 contains 8710 members Mstep: Class 25 contains 6338 members Mstep: Class 26 contains 10440 members Mstep: Class 27 contains 407 members Mstep: Class 28 contains 34079 members Mstep: Class 29 contains 419 members Mstep: Class 30 contains 13846 members Mstep: Class 31 contains 6134 members Mstep: Class 32 contains 5232 members Mstep: Class 33 contains 9080 members Mstep: Class 34 contains 4039 members Entering Unmasked Estep ConsiderDeletion Score: -8906524.000000 Penalty: 14221.097656 Iteration 53Q: 35 clusters Score -8906524 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 14924 members Mstep: Class 3 contains 34864 members Mstep: Class 4 contains 1081 members Mstep: Class 5 contains 5302 members Mstep: Class 6 contains 2182 members Mstep: Class 7 contains 14522 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 15604 members Mstep: Class 10 contains 6142 members Mstep: Class 11 contains 5504 members Mstep: Class 12 contains 5112 members Mstep: Class 13 contains 2197 members Mstep: Class 14 contains 55012 members Mstep: Class 15 contains 4707 members Mstep: Class 16 contains 2680 members Mstep: Class 17 contains 4897 members Mstep: Class 18 contains 4523 members Mstep: Class 19 contains 24529 members Mstep: Class 20 contains 589 members Mstep: Class 21 contains 3948 members Mstep: Class 22 contains 2356 members Mstep: Class 23 contains 1859 members Mstep: Class 24 contains 8697 members Mstep: Class 25 contains 6404 members Mstep: Class 26 contains 10400 members Mstep: Class 27 contains 411 members Mstep: Class 28 contains 33889 members Mstep: Class 29 contains 419 members Mstep: Class 30 contains 13861 members Mstep: Class 31 contains 6168 members Mstep: Class 32 contains 5283 members Mstep: Class 33 contains 9269 members Mstep: Class 34 contains 4039 members Entering Unmasked Estep ConsiderDeletion Score: -8907071.000000 Penalty: 14221.097656 Iteration 54Q: 35 clusters Score -8907071 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 14921 members Mstep: Class 3 contains 34722 members Mstep: Class 4 contains 1083 members Mstep: Class 5 contains 5267 members Mstep: Class 6 contains 2117 members Mstep: Class 7 contains 14641 members Mstep: Class 8 contains 719 members Mstep: Class 9 contains 15284 members Mstep: Class 10 contains 6194 members Mstep: Class 11 contains 5418 members Mstep: Class 12 contains 4992 members Mstep: Class 13 contains 2223 members Mstep: Class 14 contains 55322 members Mstep: Class 15 contains 4706 members Mstep: Class 16 contains 2636 members Mstep: Class 17 contains 4926 members Mstep: Class 18 contains 4624 members Mstep: Class 19 contains 24565 members Mstep: Class 20 contains 590 members Mstep: Class 21 contains 3910 members Mstep: Class 22 contains 2344 members Mstep: Class 23 contains 1852 members Mstep: Class 24 contains 8680 members Mstep: Class 25 contains 6452 members Mstep: Class 26 contains 10347 members Mstep: Class 27 contains 413 members Mstep: Class 28 contains 33636 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13873 members Mstep: Class 31 contains 6218 members Mstep: Class 32 contains 5407 members Mstep: Class 33 contains 9434 members Mstep: Class 34 contains 4036 members Entering Unmasked Estep ConsiderDeletion Score: -8907752.000000 Penalty: 14221.097656 Iteration 55Q: 35 clusters Score -8907752 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 14916 members Mstep: Class 3 contains 34557 members Mstep: Class 4 contains 1096 members Mstep: Class 5 contains 5226 members Mstep: Class 6 contains 2038 members Mstep: Class 7 contains 14742 members Mstep: Class 8 contains 727 members Mstep: Class 9 contains 14939 members Mstep: Class 10 contains 6255 members Mstep: Class 11 contains 5349 members Mstep: Class 12 contains 4883 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 55648 members Mstep: Class 15 contains 4706 members Mstep: Class 16 contains 2591 members Mstep: Class 17 contains 4957 members Mstep: Class 18 contains 4730 members Mstep: Class 19 contains 24648 members Mstep: Class 20 contains 594 members Mstep: Class 21 contains 3889 members Mstep: Class 22 contains 2326 members Mstep: Class 23 contains 1853 members Mstep: Class 24 contains 8672 members Mstep: Class 25 contains 6498 members Mstep: Class 26 contains 10290 members Mstep: Class 27 contains 413 members Mstep: Class 28 contains 33286 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13890 members Mstep: Class 31 contains 6264 members Mstep: Class 32 contains 5627 members Mstep: Class 33 contains 9562 members Mstep: Class 34 contains 4027 members Entering Unmasked Estep ConsiderDeletion Score: -8908552.000000 Penalty: 14221.097656 Iteration 56Q: 35 clusters Score -8908552 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 14911 members Mstep: Class 3 contains 34403 members Mstep: Class 4 contains 1117 members Mstep: Class 5 contains 5187 members Mstep: Class 6 contains 1980 members Mstep: Class 7 contains 14850 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 14615 members Mstep: Class 10 contains 6315 members Mstep: Class 11 contains 5279 members Mstep: Class 12 contains 4784 members Mstep: Class 13 contains 2267 members Mstep: Class 14 contains 55955 members Mstep: Class 15 contains 4705 members Mstep: Class 16 contains 2558 members Mstep: Class 17 contains 4981 members Mstep: Class 18 contains 4833 members Mstep: Class 19 contains 24693 members Mstep: Class 20 contains 593 members Mstep: Class 21 contains 3869 members Mstep: Class 22 contains 2312 members Mstep: Class 23 contains 1856 members Mstep: Class 24 contains 8663 members Mstep: Class 25 contains 6539 members Mstep: Class 26 contains 10229 members Mstep: Class 27 contains 413 members Mstep: Class 28 contains 32903 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13890 members Mstep: Class 31 contains 6321 members Mstep: Class 32 contains 5911 members Mstep: Class 33 contains 9689 members Mstep: Class 34 contains 4023 members Entering Unmasked Estep ConsiderDeletion Score: -8909332.000000 Penalty: 14221.097656 Iteration 57Q: 35 clusters Score -8909332 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 14906 members Mstep: Class 3 contains 34248 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 5143 members Mstep: Class 6 contains 1936 members Mstep: Class 7 contains 14960 members Mstep: Class 8 contains 739 members Mstep: Class 9 contains 14304 members Mstep: Class 10 contains 6368 members Mstep: Class 11 contains 5225 members Mstep: Class 12 contains 4703 members Mstep: Class 13 contains 2277 members Mstep: Class 14 contains 56276 members Mstep: Class 15 contains 4705 members Mstep: Class 16 contains 2519 members Mstep: Class 17 contains 5006 members Mstep: Class 18 contains 4949 members Mstep: Class 19 contains 24733 members Mstep: Class 20 contains 590 members Mstep: Class 21 contains 3848 members Mstep: Class 22 contains 2296 members Mstep: Class 23 contains 1868 members Mstep: Class 24 contains 8661 members Mstep: Class 25 contains 6579 members Mstep: Class 26 contains 10153 members Mstep: Class 27 contains 414 members Mstep: Class 28 contains 32670 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13897 members Mstep: Class 31 contains 6351 members Mstep: Class 32 contains 6016 members Mstep: Class 33 contains 9818 members Mstep: Class 34 contains 4028 members Entering Unmasked Estep ConsiderDeletion Score: -8910061.000000 Penalty: 14221.097656 Iteration 58Q: 35 clusters Score -8910061 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 14903 members Mstep: Class 3 contains 34103 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 5101 members Mstep: Class 6 contains 1902 members Mstep: Class 7 contains 15047 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 14091 members Mstep: Class 10 contains 6398 members Mstep: Class 11 contains 5195 members Mstep: Class 12 contains 4625 members Mstep: Class 13 contains 2285 members Mstep: Class 14 contains 56512 members Mstep: Class 15 contains 4704 members Mstep: Class 16 contains 2472 members Mstep: Class 17 contains 5026 members Mstep: Class 18 contains 5051 members Mstep: Class 19 contains 24793 members Mstep: Class 20 contains 589 members Mstep: Class 21 contains 3826 members Mstep: Class 22 contains 2281 members Mstep: Class 23 contains 1877 members Mstep: Class 24 contains 8663 members Mstep: Class 25 contains 6607 members Mstep: Class 26 contains 10051 members Mstep: Class 27 contains 414 members Mstep: Class 28 contains 32550 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 13918 members Mstep: Class 31 contains 6391 members Mstep: Class 32 contains 6047 members Mstep: Class 33 contains 9911 members Mstep: Class 34 contains 4033 members Entering Unmasked Estep ConsiderDeletion Score: -8910520.000000 Penalty: 14221.097656 Iteration 59Q: 35 clusters Score -8910520 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 14899 members Mstep: Class 3 contains 33922 members Mstep: Class 4 contains 1159 members Mstep: Class 5 contains 5073 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 15120 members Mstep: Class 8 contains 749 members Mstep: Class 9 contains 13943 members Mstep: Class 10 contains 6413 members Mstep: Class 11 contains 5163 members Mstep: Class 12 contains 4570 members Mstep: Class 13 contains 2296 members Mstep: Class 14 contains 56681 members Mstep: Class 15 contains 4703 members Mstep: Class 16 contains 2439 members Mstep: Class 17 contains 5054 members Mstep: Class 18 contains 5129 members Mstep: Class 19 contains 24887 members Mstep: Class 20 contains 591 members Mstep: Class 21 contains 3809 members Mstep: Class 22 contains 2275 members Mstep: Class 23 contains 1888 members Mstep: Class 24 contains 8665 members Mstep: Class 25 contains 6617 members Mstep: Class 26 contains 9964 members Mstep: Class 27 contains 414 members Mstep: Class 28 contains 32474 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13917 members Mstep: Class 31 contains 6426 members Mstep: Class 32 contains 6061 members Mstep: Class 33 contains 9997 members Mstep: Class 34 contains 4036 members Entering Unmasked Estep ConsiderDeletion Score: -8911348.000000 Penalty: 14221.097656 Iteration 60F: 35 clusters Score -8911348 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 14891 members Mstep: Class 3 contains 33788 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 4959 members Mstep: Class 6 contains 1851 members Mstep: Class 7 contains 15161 members Mstep: Class 8 contains 792 members Mstep: Class 9 contains 13866 members Mstep: Class 10 contains 6424 members Mstep: Class 11 contains 5142 members Mstep: Class 12 contains 4351 members Mstep: Class 13 contains 2309 members Mstep: Class 14 contains 56632 members Mstep: Class 15 contains 4703 members Mstep: Class 16 contains 2398 members Mstep: Class 17 contains 5083 members Mstep: Class 18 contains 5187 members Mstep: Class 19 contains 24834 members Mstep: Class 20 contains 601 members Mstep: Class 21 contains 3801 members Mstep: Class 22 contains 2264 members Mstep: Class 23 contains 1855 members Mstep: Class 24 contains 8647 members Mstep: Class 25 contains 6628 members Mstep: Class 26 contains 9868 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 32401 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 13916 members Mstep: Class 31 contains 6347 members Mstep: Class 32 contains 6096 members Mstep: Class 33 contains 10462 members Mstep: Class 34 contains 4029 members Entering Unmasked Estep ConsiderDeletion Score: -8912096.000000 Penalty: 14221.097656 Iteration 61Q: 35 clusters Score -8912096 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 14887 members Mstep: Class 3 contains 33661 members Mstep: Class 4 contains 1191 members Mstep: Class 5 contains 4891 members Mstep: Class 6 contains 1829 members Mstep: Class 7 contains 15211 members Mstep: Class 8 contains 817 members Mstep: Class 9 contains 13814 members Mstep: Class 10 contains 6436 members Mstep: Class 11 contains 5104 members Mstep: Class 12 contains 4182 members Mstep: Class 13 contains 2316 members Mstep: Class 14 contains 56578 members Mstep: Class 15 contains 4703 members Mstep: Class 16 contains 2354 members Mstep: Class 17 contains 5101 members Mstep: Class 18 contains 5246 members Mstep: Class 19 contains 24716 members Mstep: Class 20 contains 606 members Mstep: Class 21 contains 3796 members Mstep: Class 22 contains 2256 members Mstep: Class 23 contains 1831 members Mstep: Class 24 contains 8613 members Mstep: Class 25 contains 6631 members Mstep: Class 26 contains 9776 members Mstep: Class 27 contains 423 members Mstep: Class 28 contains 32335 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13930 members Mstep: Class 31 contains 6256 members Mstep: Class 32 contains 6126 members Mstep: Class 33 contains 10960 members Mstep: Class 34 contains 4027 members Entering Unmasked Estep ConsiderDeletion Score: -8912623.000000 Penalty: 14221.097656 Iteration 62Q: 35 clusters Score -8912623 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 14877 members Mstep: Class 3 contains 33544 members Mstep: Class 4 contains 1201 members Mstep: Class 5 contains 4841 members Mstep: Class 6 contains 1809 members Mstep: Class 7 contains 15237 members Mstep: Class 8 contains 842 members Mstep: Class 9 contains 13784 members Mstep: Class 10 contains 6468 members Mstep: Class 11 contains 5057 members Mstep: Class 12 contains 4035 members Mstep: Class 13 contains 2320 members Mstep: Class 14 contains 56559 members Mstep: Class 15 contains 4704 members Mstep: Class 16 contains 2318 members Mstep: Class 17 contains 5124 members Mstep: Class 18 contains 5300 members Mstep: Class 19 contains 24587 members Mstep: Class 20 contains 610 members Mstep: Class 21 contains 3783 members Mstep: Class 22 contains 2239 members Mstep: Class 23 contains 1813 members Mstep: Class 24 contains 8580 members Mstep: Class 25 contains 6635 members Mstep: Class 26 contains 9694 members Mstep: Class 27 contains 429 members Mstep: Class 28 contains 32275 members Mstep: Class 29 contains 432 members Mstep: Class 30 contains 13941 members Mstep: Class 31 contains 6162 members Mstep: Class 32 contains 6155 members Mstep: Class 33 contains 11419 members Mstep: Class 34 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -8912997.000000 Penalty: 14221.097656 Iteration 63Q: 35 clusters Score -8912997 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 14872 members Mstep: Class 3 contains 33431 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 4800 members Mstep: Class 6 contains 1780 members Mstep: Class 7 contains 15283 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 13765 members Mstep: Class 10 contains 6485 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 3903 members Mstep: Class 13 contains 2324 members Mstep: Class 14 contains 56511 members Mstep: Class 15 contains 4707 members Mstep: Class 16 contains 2288 members Mstep: Class 17 contains 5136 members Mstep: Class 18 contains 5324 members Mstep: Class 19 contains 24482 members Mstep: Class 20 contains 611 members Mstep: Class 21 contains 3771 members Mstep: Class 22 contains 2230 members Mstep: Class 23 contains 1817 members Mstep: Class 24 contains 8575 members Mstep: Class 25 contains 6654 members Mstep: Class 26 contains 9607 members Mstep: Class 27 contains 435 members Mstep: Class 28 contains 32185 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13948 members Mstep: Class 31 contains 6093 members Mstep: Class 32 contains 6221 members Mstep: Class 33 contains 11818 members Mstep: Class 34 contains 4037 members Entering Unmasked Estep ConsiderDeletion Score: -8913440.000000 Penalty: 14221.097656 Iteration 64Q: 35 clusters Score -8913440 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 14867 members Mstep: Class 3 contains 33315 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 4772 members Mstep: Class 6 contains 1768 members Mstep: Class 7 contains 15313 members Mstep: Class 8 contains 887 members Mstep: Class 9 contains 13737 members Mstep: Class 10 contains 6494 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 3785 members Mstep: Class 13 contains 2327 members Mstep: Class 14 contains 56451 members Mstep: Class 15 contains 4708 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 5148 members Mstep: Class 18 contains 5342 members Mstep: Class 19 contains 24370 members Mstep: Class 20 contains 602 members Mstep: Class 21 contains 3759 members Mstep: Class 22 contains 2223 members Mstep: Class 23 contains 1841 members Mstep: Class 24 contains 8573 members Mstep: Class 25 contains 6676 members Mstep: Class 26 contains 9552 members Mstep: Class 27 contains 441 members Mstep: Class 28 contains 32078 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13955 members Mstep: Class 31 contains 6033 members Mstep: Class 32 contains 6291 members Mstep: Class 33 contains 12188 members Mstep: Class 34 contains 4047 members Entering Unmasked Estep ConsiderDeletion Score: -8913741.000000 Penalty: 14221.097656 Iteration 65Q: 35 clusters Score -8913741 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 14870 members Mstep: Class 3 contains 33205 members Mstep: Class 4 contains 1204 members Mstep: Class 5 contains 4734 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 15362 members Mstep: Class 8 contains 915 members Mstep: Class 9 contains 13710 members Mstep: Class 10 contains 6486 members Mstep: Class 11 contains 5025 members Mstep: Class 12 contains 3684 members Mstep: Class 13 contains 2327 members Mstep: Class 14 contains 56377 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2233 members Mstep: Class 17 contains 5164 members Mstep: Class 18 contains 5361 members Mstep: Class 19 contains 24293 members Mstep: Class 20 contains 599 members Mstep: Class 21 contains 3753 members Mstep: Class 22 contains 2214 members Mstep: Class 23 contains 1867 members Mstep: Class 24 contains 8593 members Mstep: Class 25 contains 6687 members Mstep: Class 26 contains 9492 members Mstep: Class 27 contains 447 members Mstep: Class 28 contains 31957 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13966 members Mstep: Class 31 contains 5989 members Mstep: Class 32 contains 6370 members Mstep: Class 33 contains 12520 members Mstep: Class 34 contains 4058 members Entering Unmasked Estep ConsiderDeletion Score: -8914091.000000 Penalty: 14221.097656 Iteration 66Q: 35 clusters Score -8914091 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 14867 members Mstep: Class 3 contains 33132 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 4705 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 15397 members Mstep: Class 8 contains 950 members Mstep: Class 9 contains 13682 members Mstep: Class 10 contains 6479 members Mstep: Class 11 contains 5024 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2331 members Mstep: Class 14 contains 56294 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2199 members Mstep: Class 17 contains 5172 members Mstep: Class 18 contains 5378 members Mstep: Class 19 contains 24213 members Mstep: Class 20 contains 594 members Mstep: Class 21 contains 3747 members Mstep: Class 22 contains 2209 members Mstep: Class 23 contains 1884 members Mstep: Class 24 contains 8627 members Mstep: Class 25 contains 6709 members Mstep: Class 26 contains 9437 members Mstep: Class 27 contains 451 members Mstep: Class 28 contains 31801 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13983 members Mstep: Class 31 contains 5949 members Mstep: Class 32 contains 6480 members Mstep: Class 33 contains 12813 members Mstep: Class 34 contains 4065 members Entering Unmasked Estep ConsiderDeletion Score: -8914458.000000 Penalty: 14221.097656 Iteration 67Q: 35 clusters Score -8914458 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 14867 members Mstep: Class 3 contains 33075 members Mstep: Class 4 contains 1207 members Mstep: Class 5 contains 4704 members Mstep: Class 6 contains 1746 members Mstep: Class 7 contains 15420 members Mstep: Class 8 contains 967 members Mstep: Class 9 contains 13658 members Mstep: Class 10 contains 6459 members Mstep: Class 11 contains 5024 members Mstep: Class 12 contains 3534 members Mstep: Class 13 contains 2334 members Mstep: Class 14 contains 56209 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 5175 members Mstep: Class 18 contains 5395 members Mstep: Class 19 contains 24136 members Mstep: Class 20 contains 588 members Mstep: Class 21 contains 3741 members Mstep: Class 22 contains 2205 members Mstep: Class 23 contains 1914 members Mstep: Class 24 contains 8656 members Mstep: Class 25 contains 6731 members Mstep: Class 26 contains 9401 members Mstep: Class 27 contains 456 members Mstep: Class 28 contains 31687 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 13996 members Mstep: Class 31 contains 5912 members Mstep: Class 32 contains 6521 members Mstep: Class 33 contains 13091 members Mstep: Class 34 contains 4075 members Entering Unmasked Estep ConsiderDeletion Score: -8914647.000000 Penalty: 14221.097656 Iteration 68Q: 35 clusters Score -8914647 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 14866 members Mstep: Class 3 contains 33014 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 4735 members Mstep: Class 6 contains 1737 members Mstep: Class 7 contains 15441 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 13650 members Mstep: Class 10 contains 6433 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 3483 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 56122 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2137 members Mstep: Class 17 contains 5182 members Mstep: Class 18 contains 5402 members Mstep: Class 19 contains 24033 members Mstep: Class 20 contains 584 members Mstep: Class 21 contains 3736 members Mstep: Class 22 contains 2201 members Mstep: Class 23 contains 1934 members Mstep: Class 24 contains 8693 members Mstep: Class 25 contains 6742 members Mstep: Class 26 contains 9361 members Mstep: Class 27 contains 460 members Mstep: Class 28 contains 31613 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 14021 members Mstep: Class 31 contains 5883 members Mstep: Class 32 contains 6526 members Mstep: Class 33 contains 13368 members Mstep: Class 34 contains 4087 members Entering Unmasked Estep ConsiderDeletion Score: -8914795.000000 Penalty: 14221.097656 Iteration 69Q: 35 clusters Score -8914795 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 14866 members Mstep: Class 3 contains 32957 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 4757 members Mstep: Class 6 contains 1727 members Mstep: Class 7 contains 15453 members Mstep: Class 8 contains 1006 members Mstep: Class 9 contains 13655 members Mstep: Class 10 contains 6387 members Mstep: Class 11 contains 5029 members Mstep: Class 12 contains 3442 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 56058 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2113 members Mstep: Class 17 contains 5179 members Mstep: Class 18 contains 5408 members Mstep: Class 19 contains 23949 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 3732 members Mstep: Class 22 contains 2195 members Mstep: Class 23 contains 1954 members Mstep: Class 24 contains 8738 members Mstep: Class 25 contains 6752 members Mstep: Class 26 contains 9329 members Mstep: Class 27 contains 459 members Mstep: Class 28 contains 31559 members Mstep: Class 29 contains 429 members Mstep: Class 30 contains 14032 members Mstep: Class 31 contains 5865 members Mstep: Class 32 contains 6523 members Mstep: Class 33 contains 13610 members Mstep: Class 34 contains 4096 members Entering Unmasked Estep ConsiderDeletion Score: -8914936.000000 Penalty: 14221.097656 Iteration 70Q: 35 clusters Score -8914936 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 14862 members Mstep: Class 3 contains 32905 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 4784 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 15471 members Mstep: Class 8 contains 1014 members Mstep: Class 9 contains 13663 members Mstep: Class 10 contains 6351 members Mstep: Class 11 contains 5047 members Mstep: Class 12 contains 3412 members Mstep: Class 13 contains 2347 members Mstep: Class 14 contains 55994 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2088 members Mstep: Class 17 contains 5167 members Mstep: Class 18 contains 5409 members Mstep: Class 19 contains 23872 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 3728 members Mstep: Class 22 contains 2195 members Mstep: Class 23 contains 1956 members Mstep: Class 24 contains 8793 members Mstep: Class 25 contains 6764 members Mstep: Class 26 contains 9294 members Mstep: Class 27 contains 461 members Mstep: Class 28 contains 31520 members Mstep: Class 29 contains 428 members Mstep: Class 30 contains 14052 members Mstep: Class 31 contains 5846 members Mstep: Class 32 contains 6522 members Mstep: Class 33 contains 13817 members Mstep: Class 34 contains 4112 members Entering Unmasked Estep ConsiderDeletion Score: -8914999.000000 Penalty: 14221.097656 Iteration 71Q: 35 clusters Score -8914999 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 14861 members Mstep: Class 3 contains 32852 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 1689 members Mstep: Class 7 contains 15490 members Mstep: Class 8 contains 1024 members Mstep: Class 9 contains 13668 members Mstep: Class 10 contains 6329 members Mstep: Class 11 contains 5063 members Mstep: Class 12 contains 3376 members Mstep: Class 13 contains 2354 members Mstep: Class 14 contains 55944 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2069 members Mstep: Class 17 contains 5147 members Mstep: Class 18 contains 5409 members Mstep: Class 19 contains 23825 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 3723 members Mstep: Class 22 contains 2194 members Mstep: Class 23 contains 1951 members Mstep: Class 24 contains 8856 members Mstep: Class 25 contains 6775 members Mstep: Class 26 contains 9260 members Mstep: Class 27 contains 463 members Mstep: Class 28 contains 31488 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 14063 members Mstep: Class 31 contains 5841 members Mstep: Class 32 contains 6521 members Mstep: Class 33 contains 13994 members Mstep: Class 34 contains 4130 members Entering Unmasked Estep ConsiderDeletion Score: -8915088.000000 Penalty: 14221.097656 Iteration 72Q: 35 clusters Score -8915088 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 14859 members Mstep: Class 3 contains 32810 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 4799 members Mstep: Class 6 contains 1673 members Mstep: Class 7 contains 15505 members Mstep: Class 8 contains 1031 members Mstep: Class 9 contains 13678 members Mstep: Class 10 contains 6301 members Mstep: Class 11 contains 5069 members Mstep: Class 12 contains 3342 members Mstep: Class 13 contains 2358 members Mstep: Class 14 contains 55906 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2049 members Mstep: Class 17 contains 5128 members Mstep: Class 18 contains 5413 members Mstep: Class 19 contains 23792 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 2194 members Mstep: Class 23 contains 1959 members Mstep: Class 24 contains 8924 members Mstep: Class 25 contains 6786 members Mstep: Class 26 contains 9223 members Mstep: Class 27 contains 464 members Mstep: Class 28 contains 31460 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 14077 members Mstep: Class 31 contains 5834 members Mstep: Class 32 contains 6515 members Mstep: Class 33 contains 14151 members Mstep: Class 34 contains 4141 members Entering Unmasked Estep ConsiderDeletion Score: -8915204.000000 Penalty: 14221.097656 Iteration 73Q: 35 clusters Score -8915204 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 14860 members Mstep: Class 3 contains 32773 members Mstep: Class 4 contains 1206 members Mstep: Class 5 contains 4807 members Mstep: Class 6 contains 1663 members Mstep: Class 7 contains 15515 members Mstep: Class 8 contains 1034 members Mstep: Class 9 contains 13693 members Mstep: Class 10 contains 6292 members Mstep: Class 11 contains 5078 members Mstep: Class 12 contains 3311 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 55853 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2031 members Mstep: Class 17 contains 5106 members Mstep: Class 18 contains 5415 members Mstep: Class 19 contains 23749 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 2192 members Mstep: Class 23 contains 1946 members Mstep: Class 24 contains 9009 members Mstep: Class 25 contains 6804 members Mstep: Class 26 contains 9180 members Mstep: Class 27 contains 464 members Mstep: Class 28 contains 31444 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 14091 members Mstep: Class 31 contains 5838 members Mstep: Class 32 contains 6511 members Mstep: Class 33 contains 14293 members Mstep: Class 34 contains 4147 members Entering Unmasked Estep ConsiderDeletion Score: -8915221.000000 Penalty: 14221.097656 Iteration 74Q: 35 clusters Score -8915221 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 14857 members Mstep: Class 3 contains 32742 members Mstep: Class 4 contains 1209 members Mstep: Class 5 contains 4800 members Mstep: Class 6 contains 1658 members Mstep: Class 7 contains 15523 members Mstep: Class 8 contains 1034 members Mstep: Class 9 contains 13701 members Mstep: Class 10 contains 6287 members Mstep: Class 11 contains 5088 members Mstep: Class 12 contains 3288 members Mstep: Class 13 contains 2365 members Mstep: Class 14 contains 55776 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2020 members Mstep: Class 17 contains 5086 members Mstep: Class 18 contains 5414 members Mstep: Class 19 contains 23697 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 1939 members Mstep: Class 24 contains 9111 members Mstep: Class 25 contains 6816 members Mstep: Class 26 contains 9152 members Mstep: Class 27 contains 464 members Mstep: Class 28 contains 31433 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 14100 members Mstep: Class 31 contains 5835 members Mstep: Class 32 contains 6509 members Mstep: Class 33 contains 14438 members Mstep: Class 34 contains 4149 members Entering Unmasked Estep ConsiderDeletion Score: -8915326.000000 Penalty: 14221.097656 Iteration 75Q: 35 clusters Score -8915326 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 14852 members Mstep: Class 3 contains 32709 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 4796 members Mstep: Class 6 contains 1663 members Mstep: Class 7 contains 15538 members Mstep: Class 8 contains 1031 members Mstep: Class 9 contains 13703 members Mstep: Class 10 contains 6272 members Mstep: Class 11 contains 5094 members Mstep: Class 12 contains 3267 members Mstep: Class 13 contains 2369 members Mstep: Class 14 contains 55684 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 2009 members Mstep: Class 17 contains 5051 members Mstep: Class 18 contains 5415 members Mstep: Class 19 contains 23643 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 3722 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 1937 members Mstep: Class 24 contains 9232 members Mstep: Class 25 contains 6829 members Mstep: Class 26 contains 9131 members Mstep: Class 27 contains 465 members Mstep: Class 28 contains 31426 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 14106 members Mstep: Class 31 contains 5833 members Mstep: Class 32 contains 6506 members Mstep: Class 33 contains 14593 members Mstep: Class 34 contains 4152 members Entering Unmasked Estep ConsiderDeletion Score: -8915333.000000 Penalty: 14221.097656 Iteration 76Q: 35 clusters Score -8915333 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 14848 members Mstep: Class 3 contains 32679 members Mstep: Class 4 contains 1211 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 1659 members Mstep: Class 7 contains 15544 members Mstep: Class 8 contains 1032 members Mstep: Class 9 contains 13705 members Mstep: Class 10 contains 6268 members Mstep: Class 11 contains 5092 members Mstep: Class 12 contains 3256 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 55588 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1999 members Mstep: Class 17 contains 5014 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23640 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 2186 members Mstep: Class 23 contains 1935 members Mstep: Class 24 contains 9407 members Mstep: Class 25 contains 6838 members Mstep: Class 26 contains 9120 members Mstep: Class 27 contains 466 members Mstep: Class 28 contains 31420 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 14113 members Mstep: Class 31 contains 5829 members Mstep: Class 32 contains 6504 members Mstep: Class 33 contains 14705 members Mstep: Class 34 contains 4151 members Entering Unmasked Estep ConsiderDeletion Score: -8915471.000000 Penalty: 14221.097656 Iteration 77Q: 35 clusters Score -8915471 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 14847 members Mstep: Class 3 contains 32644 members Mstep: Class 4 contains 1210 members Mstep: Class 5 contains 4773 members Mstep: Class 6 contains 1653 members Mstep: Class 7 contains 15558 members Mstep: Class 8 contains 1036 members Mstep: Class 9 contains 13708 members Mstep: Class 10 contains 6255 members Mstep: Class 11 contains 5090 members Mstep: Class 12 contains 3245 members Mstep: Class 13 contains 2369 members Mstep: Class 14 contains 55512 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1989 members Mstep: Class 17 contains 4977 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 3719 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1931 members Mstep: Class 24 contains 9599 members Mstep: Class 25 contains 6843 members Mstep: Class 26 contains 9109 members Mstep: Class 27 contains 467 members Mstep: Class 28 contains 31417 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 14123 members Mstep: Class 31 contains 5833 members Mstep: Class 32 contains 6502 members Mstep: Class 33 contains 14810 members Mstep: Class 34 contains 4146 members Entering Unmasked Estep ConsiderDeletion Score: -8915543.000000 Penalty: 14221.097656 Iteration 78Q: 35 clusters Score -8915543 nChanged 805 Entering ConstructFrom: Score: -8915543.000000 Penalty: 14221.097656 Entering ConstructFrom: Trying to split cluster 1 (9133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Entering Unmasked Estep Score: -260626.640625 Penalty: 300.948456 Iteration 0F: 2 clusters Score -260626.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -254517.781250 Penalty: 601.896912 Iteration 0F: 3 clusters Score -254517.8 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -257279.859375 Penalty: 601.896912 Iteration 1F: 3 clusters Score -257279.9 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -257707.718750 Penalty: 601.896912 Iteration 2F: 3 clusters Score -257707.7 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -258272.531250 Penalty: 601.896912 Iteration 3F: 3 clusters Score -258272.5 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -258849.765625 Penalty: 601.896912 Iteration 4F: 3 clusters Score -258849.8 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -259204.328125 Penalty: 601.896912 Iteration 5F: 3 clusters Score -259204.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -259356.984375 Penalty: 601.896912 Iteration 6Q: 3 clusters Score -259357 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -259438.750000 Penalty: 601.896912 Iteration 7Q: 3 clusters Score -259438.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -259504.234375 Penalty: 601.896912 Iteration 8Q: 3 clusters Score -259504.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -259563.328125 Penalty: 601.896912 Iteration 9Q: 3 clusters Score -259563.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -259599.921875 Penalty: 601.896912 Iteration 10Q: 3 clusters Score -259599.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -259632.406250 Penalty: 601.896912 Iteration 11Q: 3 clusters Score -259632.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -259664.953125 Penalty: 601.896912 Iteration 12Q: 3 clusters Score -259665 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -259700.187500 Penalty: 601.896912 Iteration 13Q: 3 clusters Score -259700.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -259734.156250 Penalty: 601.896912 Iteration 14Q: 3 clusters Score -259734.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -259770.953125 Penalty: 601.896912 Iteration 15Q: 3 clusters Score -259771 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -259802.796875 Penalty: 601.896912 Iteration 16Q: 3 clusters Score -259802.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -259837.906250 Penalty: 601.896912 Iteration 17Q: 3 clusters Score -259837.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -259864.218750 Penalty: 601.896912 Iteration 18Q: 3 clusters Score -259864.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -259890.828125 Penalty: 601.896912 Iteration 19Q: 3 clusters Score -259890.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -259917.000000 Penalty: 601.896912 Iteration 20F: 3 clusters Score -259917 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -259943.093750 Penalty: 601.896912 Iteration 21Q: 3 clusters Score -259943.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -259973.734375 Penalty: 601.896912 Iteration 22Q: 3 clusters Score -259973.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -260008.625000 Penalty: 601.896912 Iteration 23Q: 3 clusters Score -260008.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -260060.093750 Penalty: 601.896912 Iteration 24Q: 3 clusters Score -260060.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -260135.171875 Penalty: 601.896912 Iteration 25Q: 3 clusters Score -260135.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -260204.765625 Penalty: 601.896912 Iteration 26Q: 3 clusters Score -260204.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -260253.421875 Penalty: 601.896912 Iteration 27Q: 3 clusters Score -260253.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -260274.328125 Penalty: 601.896912 Iteration 28Q: 3 clusters Score -260274.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -260290.468750 Penalty: 601.896912 Iteration 29Q: 3 clusters Score -260290.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -260304.703125 Penalty: 601.896912 Iteration 30Q: 3 clusters Score -260304.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -260317.968750 Penalty: 601.896912 Iteration 31Q: 3 clusters Score -260318 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -260327.671875 Penalty: 601.896912 Iteration 32Q: 3 clusters Score -260327.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -260334.062500 Penalty: 601.896912 Iteration 33Q: 3 clusters Score -260334.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -260339.937500 Penalty: 601.896912 Iteration 34Q: 3 clusters Score -260339.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -260344.593750 Penalty: 601.896912 Iteration 35Q: 3 clusters Score -260344.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -260350.765625 Penalty: 601.896912 Iteration 36Q: 3 clusters Score -260350.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -260355.953125 Penalty: 601.896912 Iteration 37Q: 3 clusters Score -260356 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -260361.125000 Penalty: 601.896912 Iteration 38Q: 3 clusters Score -260361.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -260364.359375 Penalty: 601.896912 Iteration 39Q: 3 clusters Score -260364.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -260368.171875 Penalty: 601.896912 Iteration 40F: 3 clusters Score -260368.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -260369.359375 Penalty: 601.896912 Iteration 41Q: 3 clusters Score -260369.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -260371.750000 Penalty: 601.896912 Iteration 42Q: 3 clusters Score -260371.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -260376.328125 Penalty: 601.896912 Iteration 43Q: 3 clusters Score -260376.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -260380.500000 Penalty: 601.896912 Iteration 44Q: 3 clusters Score -260380.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -260382.500000 Penalty: 601.896912 Iteration 45Q: 3 clusters Score -260382.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -260384.734375 Penalty: 601.896912 Iteration 46Q: 3 clusters Score -260384.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -260387.046875 Penalty: 601.896912 Iteration 47Q: 3 clusters Score -260387 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -260388.984375 Penalty: 601.896912 Iteration 48Q: 3 clusters Score -260389 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -260389.703125 Penalty: 601.896912 Iteration 49Q: 3 clusters Score -260389.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -260391.421875 Penalty: 601.896912 Iteration 50Q: 3 clusters Score -260391.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -260394.968750 Penalty: 601.896912 Iteration 51Q: 3 clusters Score -260395 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -260399.812500 Penalty: 601.896912 Iteration 52Q: 3 clusters Score -260399.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -260403.796875 Penalty: 601.896912 Iteration 53Q: 3 clusters Score -260403.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -260405.640625 Penalty: 601.896912 Iteration 54Q: 3 clusters Score -260405.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -260407.265625 Penalty: 601.896912 Iteration 55Q: 3 clusters Score -260407.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -260408.984375 Penalty: 601.896912 Iteration 56Q: 3 clusters Score -260409 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -260410.703125 Penalty: 601.896912 Iteration 57Q: 3 clusters Score -260410.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8709 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -260414.421875 Penalty: 601.896912 Iteration 58Q: 3 clusters Score -260414.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -260415.859375 Penalty: 601.896912 Iteration 59Q: 3 clusters Score -260415.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -260418.203125 Penalty: 601.896912 Iteration 60F: 3 clusters Score -260418.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -260418.953125 Penalty: 601.896912 Iteration 61Q: 3 clusters Score -260419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -260419.609375 Penalty: 601.896912 Iteration 62Q: 3 clusters Score -260419.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -260421.187500 Penalty: 601.896912 Iteration 63Q: 3 clusters Score -260421.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -260421.812500 Penalty: 601.896912 Iteration 64Q: 3 clusters Score -260421.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -260423.218750 Penalty: 601.896912 Iteration 65Q: 3 clusters Score -260423.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -260425.015625 Penalty: 601.896912 Iteration 66Q: 3 clusters Score -260425 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -260427.187500 Penalty: 601.896912 Iteration 67Q: 3 clusters Score -260427.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -260428.421875 Penalty: 601.896912 Iteration 68Q: 3 clusters Score -260428.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -260429.250000 Penalty: 601.896912 Iteration 69Q: 3 clusters Score -260429.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -260431.687500 Penalty: 601.896912 Iteration 70Q: 3 clusters Score -260431.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -260433.859375 Penalty: 601.896912 Iteration 71Q: 3 clusters Score -260433.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -260435.593750 Penalty: 601.896912 Iteration 72Q: 3 clusters Score -260435.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -260436.890625 Penalty: 601.896912 Iteration 73Q: 3 clusters Score -260436.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -260438.890625 Penalty: 601.896912 Iteration 74Q: 3 clusters Score -260438.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -260439.390625 Penalty: 601.896912 Iteration 75Q: 3 clusters Score -260439.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -260440.984375 Penalty: 601.896912 Iteration 76Q: 3 clusters Score -260441 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -260442.343750 Penalty: 601.896912 Iteration 77Q: 3 clusters Score -260442.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -260441.828125 Penalty: 601.896912 Iteration 78Q: 3 clusters Score -260441.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -260442.078125 Penalty: 601.896912 Iteration 79Q: 3 clusters Score -260442.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -260442.078125 Penalty: 601.896912 Iteration 80F: 3 clusters Score -260442.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14845 members Entering Unmasked Estep Score: -516123.593750 Penalty: 316.978790 Iteration 0F: 2 clusters Score -516123.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -506366.906250 Penalty: 633.957581 Iteration 0F: 3 clusters Score -506366.9 nChanged 6960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -510851.968750 Penalty: 633.957581 Iteration 1F: 3 clusters Score -510852 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -511447.062500 Penalty: 633.957581 Iteration 2F: 3 clusters Score -511447.1 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -512095.968750 Penalty: 633.957581 Iteration 3F: 3 clusters Score -512096 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -512714.781250 Penalty: 633.957581 Iteration 4F: 3 clusters Score -512714.8 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 9566 members Entering Unmasked Estep Score: -513251.406250 Penalty: 633.957581 Iteration 5F: 3 clusters Score -513251.4 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -513685.500000 Penalty: 633.957581 Iteration 6Q: 3 clusters Score -513685.5 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -514005.343750 Penalty: 633.957581 Iteration 7Q: 3 clusters Score -514005.3 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -514199.125000 Penalty: 633.957581 Iteration 8Q: 3 clusters Score -514199.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -514340.906250 Penalty: 633.957581 Iteration 9Q: 3 clusters Score -514340.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -514446.968750 Penalty: 633.957581 Iteration 10Q: 3 clusters Score -514447 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -514547.562500 Penalty: 633.957581 Iteration 11Q: 3 clusters Score -514547.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -514653.000000 Penalty: 633.957581 Iteration 12Q: 3 clusters Score -514653 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -514767.437500 Penalty: 633.957581 Iteration 13Q: 3 clusters Score -514767.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -514872.343750 Penalty: 633.957581 Iteration 14Q: 3 clusters Score -514872.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -514979.937500 Penalty: 633.957581 Iteration 15Q: 3 clusters Score -514979.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -515094.781250 Penalty: 633.957581 Iteration 16Q: 3 clusters Score -515094.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -515187.187500 Penalty: 633.957581 Iteration 17Q: 3 clusters Score -515187.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -515257.750000 Penalty: 633.957581 Iteration 18Q: 3 clusters Score -515257.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 13211 members Entering Unmasked Estep Score: -515329.562500 Penalty: 633.957581 Iteration 19Q: 3 clusters Score -515329.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -515396.375000 Penalty: 633.957581 Iteration 20F: 3 clusters Score -515396.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -515461.406250 Penalty: 633.957581 Iteration 21Q: 3 clusters Score -515461.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -515515.125000 Penalty: 633.957581 Iteration 22Q: 3 clusters Score -515515.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -515563.656250 Penalty: 633.957581 Iteration 23Q: 3 clusters Score -515563.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -515608.500000 Penalty: 633.957581 Iteration 24Q: 3 clusters Score -515608.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -515647.687500 Penalty: 633.957581 Iteration 25Q: 3 clusters Score -515647.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 14018 members Entering Unmasked Estep Score: -515677.687500 Penalty: 633.957581 Iteration 26Q: 3 clusters Score -515677.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -515708.218750 Penalty: 633.957581 Iteration 27Q: 3 clusters Score -515708.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -515734.218750 Penalty: 633.957581 Iteration 28Q: 3 clusters Score -515734.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 14177 members Entering Unmasked Estep Score: -515751.562500 Penalty: 633.957581 Iteration 29Q: 3 clusters Score -515751.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -515758.906250 Penalty: 633.957581 Iteration 30Q: 3 clusters Score -515758.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 14239 members Entering Unmasked Estep Score: -515768.593750 Penalty: 633.957581 Iteration 31Q: 3 clusters Score -515768.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 14267 members Entering Unmasked Estep Score: -515775.843750 Penalty: 633.957581 Iteration 32Q: 3 clusters Score -515775.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -515784.468750 Penalty: 633.957581 Iteration 33Q: 3 clusters Score -515784.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -515795.875000 Penalty: 633.957581 Iteration 34Q: 3 clusters Score -515795.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -515804.375000 Penalty: 633.957581 Iteration 35Q: 3 clusters Score -515804.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -515811.093750 Penalty: 633.957581 Iteration 36Q: 3 clusters Score -515811.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -515818.656250 Penalty: 633.957581 Iteration 37Q: 3 clusters Score -515818.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -515821.812500 Penalty: 633.957581 Iteration 38Q: 3 clusters Score -515821.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -515822.812500 Penalty: 633.957581 Iteration 39Q: 3 clusters Score -515822.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -515824.468750 Penalty: 633.957581 Iteration 40F: 3 clusters Score -515824.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -515825.125000 Penalty: 633.957581 Iteration 41Q: 3 clusters Score -515825.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 14437 members Entering Unmasked Estep Score: -515826.593750 Penalty: 633.957581 Iteration 42Q: 3 clusters Score -515826.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -515826.906250 Penalty: 633.957581 Iteration 43Q: 3 clusters Score -515826.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -515829.687500 Penalty: 633.957581 Iteration 44Q: 3 clusters Score -515829.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 14458 members Entering Unmasked Estep Score: -515832.562500 Penalty: 633.957581 Iteration 45Q: 3 clusters Score -515832.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -515835.406250 Penalty: 633.957581 Iteration 46Q: 3 clusters Score -515835.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -515839.468750 Penalty: 633.957581 Iteration 47Q: 3 clusters Score -515839.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 14490 members Entering Unmasked Estep Score: -515843.375000 Penalty: 633.957581 Iteration 48Q: 3 clusters Score -515843.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 14502 members Entering Unmasked Estep Score: -515850.718750 Penalty: 633.957581 Iteration 49Q: 3 clusters Score -515850.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -515854.125000 Penalty: 633.957581 Iteration 50Q: 3 clusters Score -515854.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -515856.125000 Penalty: 633.957581 Iteration 51Q: 3 clusters Score -515856.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -515858.500000 Penalty: 633.957581 Iteration 52Q: 3 clusters Score -515858.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -515861.718750 Penalty: 633.957581 Iteration 53Q: 3 clusters Score -515861.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 14548 members Entering Unmasked Estep Score: -515864.093750 Penalty: 633.957581 Iteration 54Q: 3 clusters Score -515864.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -515866.687500 Penalty: 633.957581 Iteration 55Q: 3 clusters Score -515866.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: -515868.937500 Penalty: 633.957581 Iteration 56Q: 3 clusters Score -515868.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -515870.531250 Penalty: 633.957581 Iteration 57Q: 3 clusters Score -515870.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 14561 members Entering Unmasked Estep Score: -515872.218750 Penalty: 633.957581 Iteration 58Q: 3 clusters Score -515872.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 14561 members Entering Unmasked Estep Score: -515874.281250 Penalty: 633.957581 Iteration 59Q: 3 clusters Score -515874.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 14562 members Entering Unmasked Estep Score: -515875.562500 Penalty: 633.957581 Iteration 60F: 3 clusters Score -515875.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -515877.406250 Penalty: 633.957581 Iteration 61Q: 3 clusters Score -515877.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 14572 members Entering Unmasked Estep Score: -515878.718750 Penalty: 633.957581 Iteration 62Q: 3 clusters Score -515878.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 14577 members Entering Unmasked Estep Score: -515884.031250 Penalty: 633.957581 Iteration 63Q: 3 clusters Score -515884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 14589 members Entering Unmasked Estep Score: -515889.500000 Penalty: 633.957581 Iteration 64Q: 3 clusters Score -515889.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -515895.062500 Penalty: 633.957581 Iteration 65Q: 3 clusters Score -515895.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 14612 members Entering Unmasked Estep Score: -515897.937500 Penalty: 633.957581 Iteration 66Q: 3 clusters Score -515897.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -515902.250000 Penalty: 633.957581 Iteration 67Q: 3 clusters Score -515902.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -515905.812500 Penalty: 633.957581 Iteration 68Q: 3 clusters Score -515905.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 14634 members Entering Unmasked Estep Score: -515909.343750 Penalty: 633.957581 Iteration 69Q: 3 clusters Score -515909.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -515909.875000 Penalty: 633.957581 Iteration 70Q: 3 clusters Score -515909.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -515911.937500 Penalty: 633.957581 Iteration 71Q: 3 clusters Score -515911.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -515915.343750 Penalty: 633.957581 Iteration 72Q: 3 clusters Score -515915.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -515915.625000 Penalty: 633.957581 Iteration 73Q: 3 clusters Score -515915.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -515917.000000 Penalty: 633.957581 Iteration 74Q: 3 clusters Score -515917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -515917.000000 Penalty: 633.957581 Iteration 75F: 3 clusters Score -515917 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (32603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32603 members Entering Unmasked Estep Score: -1061517.125000 Penalty: 342.941254 Iteration 0F: 2 clusters Score -1061517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -1039627.812500 Penalty: 685.882507 Iteration 0F: 3 clusters Score -1039628 nChanged 15874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -1049998.250000 Penalty: 685.882507 Iteration 1F: 3 clusters Score -1049998 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20913 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -1051359.750000 Penalty: 685.882507 Iteration 2F: 3 clusters Score -1051360 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22979 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -1053229.250000 Penalty: 685.882507 Iteration 3F: 3 clusters Score -1053229 nChanged 2545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25158 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -1055432.000000 Penalty: 685.882507 Iteration 4F: 3 clusters Score -1055432 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26982 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1057605.000000 Penalty: 685.882507 Iteration 5F: 3 clusters Score -1057605 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1059314.000000 Penalty: 685.882507 Iteration 6Q: 3 clusters Score -1059314 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28578 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1060045.500000 Penalty: 685.882507 Iteration 7Q: 3 clusters Score -1060046 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28900 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1060358.750000 Penalty: 685.882507 Iteration 8Q: 3 clusters Score -1060359 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29167 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1060527.125000 Penalty: 685.882507 Iteration 9Q: 3 clusters Score -1060527 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29379 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1060642.375000 Penalty: 685.882507 Iteration 10Q: 3 clusters Score -1060642 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29559 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1060730.250000 Penalty: 685.882507 Iteration 11Q: 3 clusters Score -1060730 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29709 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1060786.250000 Penalty: 685.882507 Iteration 12Q: 3 clusters Score -1060786 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29819 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1060829.750000 Penalty: 685.882507 Iteration 13Q: 3 clusters Score -1060830 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29920 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1060864.750000 Penalty: 685.882507 Iteration 14Q: 3 clusters Score -1060865 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30011 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1060898.250000 Penalty: 685.882507 Iteration 15Q: 3 clusters Score -1060898 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30102 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1060932.625000 Penalty: 685.882507 Iteration 16Q: 3 clusters Score -1060933 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30184 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1060969.125000 Penalty: 685.882507 Iteration 17Q: 3 clusters Score -1060969 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30266 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -1060996.500000 Penalty: 685.882507 Iteration 18Q: 3 clusters Score -1060996 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30349 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1061030.875000 Penalty: 685.882507 Iteration 19Q: 3 clusters Score -1061031 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30434 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1061063.750000 Penalty: 685.882507 Iteration 20F: 3 clusters Score -1061064 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30505 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1061096.875000 Penalty: 685.882507 Iteration 21Q: 3 clusters Score -1061097 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30588 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1061129.625000 Penalty: 685.882507 Iteration 22Q: 3 clusters Score -1061130 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30669 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1061151.000000 Penalty: 685.882507 Iteration 23Q: 3 clusters Score -1061151 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30740 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -1061167.375000 Penalty: 685.882507 Iteration 24Q: 3 clusters Score -1061167 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30810 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1061190.250000 Penalty: 685.882507 Iteration 25Q: 3 clusters Score -1061190 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30887 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1061212.125000 Penalty: 685.882507 Iteration 26Q: 3 clusters Score -1061212 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30957 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1061234.375000 Penalty: 685.882507 Iteration 27Q: 3 clusters Score -1061234 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31022 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1061255.625000 Penalty: 685.882507 Iteration 28Q: 3 clusters Score -1061256 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31086 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1061274.000000 Penalty: 685.882507 Iteration 29Q: 3 clusters Score -1061274 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31137 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1061289.250000 Penalty: 685.882507 Iteration 30Q: 3 clusters Score -1061289 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31187 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1061302.875000 Penalty: 685.882507 Iteration 31Q: 3 clusters Score -1061303 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31235 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1061314.125000 Penalty: 685.882507 Iteration 32Q: 3 clusters Score -1061314 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31290 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1061330.500000 Penalty: 685.882507 Iteration 33Q: 3 clusters Score -1061330 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31331 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1061338.875000 Penalty: 685.882507 Iteration 34Q: 3 clusters Score -1061339 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31376 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1061349.750000 Penalty: 685.882507 Iteration 35Q: 3 clusters Score -1061350 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31424 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1061357.875000 Penalty: 685.882507 Iteration 36Q: 3 clusters Score -1061358 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31464 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1061364.750000 Penalty: 685.882507 Iteration 37Q: 3 clusters Score -1061365 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31501 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1061372.875000 Penalty: 685.882507 Iteration 38Q: 3 clusters Score -1061373 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31546 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1061387.375000 Penalty: 685.882507 Iteration 39Q: 3 clusters Score -1061387 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31583 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1061394.875000 Penalty: 685.882507 Iteration 40F: 3 clusters Score -1061395 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31613 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1061400.500000 Penalty: 685.882507 Iteration 41Q: 3 clusters Score -1061400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31631 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1061402.750000 Penalty: 685.882507 Iteration 42Q: 3 clusters Score -1061403 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1061403.750000 Penalty: 685.882507 Iteration 43Q: 3 clusters Score -1061404 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1061406.625000 Penalty: 685.882507 Iteration 44Q: 3 clusters Score -1061407 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31664 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1061408.375000 Penalty: 685.882507 Iteration 45Q: 3 clusters Score -1061408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31671 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1061411.250000 Penalty: 685.882507 Iteration 46Q: 3 clusters Score -1061411 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31679 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1061411.375000 Penalty: 685.882507 Iteration 47Q: 3 clusters Score -1061411 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31686 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1061411.500000 Penalty: 685.882507 Iteration 48Q: 3 clusters Score -1061412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31689 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1061410.625000 Penalty: 685.882507 Iteration 49Q: 3 clusters Score -1061411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31691 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1061410.375000 Penalty: 685.882507 Iteration 50Q: 3 clusters Score -1061410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31694 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1061411.000000 Penalty: 685.882507 Iteration 51Q: 3 clusters Score -1061411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31697 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1061411.625000 Penalty: 685.882507 Iteration 52Q: 3 clusters Score -1061412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31700 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1061412.625000 Penalty: 685.882507 Iteration 53Q: 3 clusters Score -1061413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31702 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1061413.375000 Penalty: 685.882507 Iteration 54Q: 3 clusters Score -1061413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -1061413.125000 Penalty: 685.882507 Iteration 55Q: 3 clusters Score -1061413 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31706 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1061411.500000 Penalty: 685.882507 Iteration 56Q: 3 clusters Score -1061412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31708 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1061412.625000 Penalty: 685.882507 Iteration 57Q: 3 clusters Score -1061413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31711 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1061412.500000 Penalty: 685.882507 Iteration 58Q: 3 clusters Score -1061412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31714 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1061412.500000 Penalty: 685.882507 Iteration 59Q: 3 clusters Score -1061412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1061413.375000 Penalty: 685.882507 Iteration 60F: 3 clusters Score -1061413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31721 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1061413.750000 Penalty: 685.882507 Iteration 61Q: 3 clusters Score -1061414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31723 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1061413.625000 Penalty: 685.882507 Iteration 62Q: 3 clusters Score -1061414 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31726 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1061414.125000 Penalty: 685.882507 Iteration 63Q: 3 clusters Score -1061414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31728 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1061414.875000 Penalty: 685.882507 Iteration 64Q: 3 clusters Score -1061415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31732 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1061416.250000 Penalty: 685.882507 Iteration 65Q: 3 clusters Score -1061416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31735 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1061415.875000 Penalty: 685.882507 Iteration 66Q: 3 clusters Score -1061416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31737 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1061415.625000 Penalty: 685.882507 Iteration 67Q: 3 clusters Score -1061416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31739 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1061415.750000 Penalty: 685.882507 Iteration 68Q: 3 clusters Score -1061416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1061416.375000 Penalty: 685.882507 Iteration 69Q: 3 clusters Score -1061416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31741 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1061416.750000 Penalty: 685.882507 Iteration 70Q: 3 clusters Score -1061417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31743 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1061417.500000 Penalty: 685.882507 Iteration 71Q: 3 clusters Score -1061418 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31743 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1061417.500000 Penalty: 685.882507 Iteration 72F: 3 clusters Score -1061418 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Entering Unmasked Estep Score: -34590.636719 Penalty: 234.109756 Iteration 0F: 2 clusters Score -34590.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -33745.718750 Penalty: 468.219513 Iteration 0F: 3 clusters Score -33745.72 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -34046.046875 Penalty: 468.219513 Iteration 1F: 3 clusters Score -34046.05 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -34110.941406 Penalty: 468.219513 Iteration 2F: 3 clusters Score -34110.94 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -34165.601562 Penalty: 468.219513 Iteration 3F: 3 clusters Score -34165.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -34189.714844 Penalty: 468.219513 Iteration 4Q: 3 clusters Score -34189.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -34209.238281 Penalty: 468.219513 Iteration 5Q: 3 clusters Score -34209.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -34233.394531 Penalty: 468.219513 Iteration 6Q: 3 clusters Score -34233.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -34251.511719 Penalty: 468.219513 Iteration 7Q: 3 clusters Score -34251.51 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -34263.851562 Penalty: 468.219513 Iteration 8Q: 3 clusters Score -34263.85 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -34272.242188 Penalty: 468.219513 Iteration 9Q: 3 clusters Score -34272.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -34279.527344 Penalty: 468.219513 Iteration 10Q: 3 clusters Score -34279.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -34284.718750 Penalty: 468.219513 Iteration 11Q: 3 clusters Score -34284.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -34292.726562 Penalty: 468.219513 Iteration 12Q: 3 clusters Score -34292.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -34297.089844 Penalty: 468.219513 Iteration 13Q: 3 clusters Score -34297.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -34299.527344 Penalty: 468.219513 Iteration 14Q: 3 clusters Score -34299.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -34305.218750 Penalty: 468.219513 Iteration 15Q: 3 clusters Score -34305.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -34311.273438 Penalty: 468.219513 Iteration 16Q: 3 clusters Score -34311.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -34314.152344 Penalty: 468.219513 Iteration 17Q: 3 clusters Score -34314.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -34315.945312 Penalty: 468.219513 Iteration 18Q: 3 clusters Score -34315.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -34318.171875 Penalty: 468.219513 Iteration 19Q: 3 clusters Score -34318.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -34319.601562 Penalty: 468.219513 Iteration 20F: 3 clusters Score -34319.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -34319.992188 Penalty: 468.219513 Iteration 21Q: 3 clusters Score -34319.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -34319.992188 Penalty: 468.219513 Iteration 22F: 3 clusters Score -34319.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Entering Unmasked Estep Score: -119167.421875 Penalty: 279.471802 Iteration 0F: 2 clusters Score -119167.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -115968.046875 Penalty: 558.943604 Iteration 0F: 3 clusters Score -115968 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -117492.773438 Penalty: 558.943604 Iteration 1F: 3 clusters Score -117492.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -117811.171875 Penalty: 558.943604 Iteration 2F: 3 clusters Score -117811.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -118049.992188 Penalty: 558.943604 Iteration 3F: 3 clusters Score -118050 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -118210.500000 Penalty: 558.943604 Iteration 4F: 3 clusters Score -118210.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -118352.445312 Penalty: 558.943604 Iteration 5Q: 3 clusters Score -118352.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -118480.312500 Penalty: 558.943604 Iteration 6Q: 3 clusters Score -118480.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -118610.070312 Penalty: 558.943604 Iteration 7Q: 3 clusters Score -118610.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -118749.476562 Penalty: 558.943604 Iteration 8Q: 3 clusters Score -118749.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -118854.101562 Penalty: 558.943604 Iteration 9Q: 3 clusters Score -118854.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -118908.109375 Penalty: 558.943604 Iteration 10Q: 3 clusters Score -118908.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -118938.992188 Penalty: 558.943604 Iteration 11Q: 3 clusters Score -118939 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -118981.507812 Penalty: 558.943604 Iteration 12Q: 3 clusters Score -118981.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -119049.398438 Penalty: 558.943604 Iteration 13Q: 3 clusters Score -119049.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -119153.757812 Penalty: 558.943604 Iteration 14Q: 3 clusters Score -119153.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -119299.343750 Penalty: 558.943604 Iteration 15Q: 3 clusters Score -119299.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -119477.453125 Penalty: 558.943604 Iteration 16Q: 3 clusters Score -119477.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -119584.882812 Penalty: 558.943604 Iteration 17Q: 3 clusters Score -119584.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -119673.687500 Penalty: 558.943604 Iteration 18Q: 3 clusters Score -119673.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -119776.312500 Penalty: 558.943604 Iteration 19Q: 3 clusters Score -119776.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -119887.867188 Penalty: 558.943604 Iteration 20F: 3 clusters Score -119887.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -120035.093750 Penalty: 558.943604 Iteration 21Q: 3 clusters Score -120035.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -120245.046875 Penalty: 558.943604 Iteration 22Q: 3 clusters Score -120245 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -120478.164062 Penalty: 558.943604 Iteration 23Q: 3 clusters Score -120478.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -120521.445312 Penalty: 558.943604 Iteration 24Q: 3 clusters Score -120521.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -120525.578125 Penalty: 558.943604 Iteration 25Q: 3 clusters Score -120525.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -120526.234375 Penalty: 558.943604 Iteration 26Q: 3 clusters Score -120526.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -120526.351562 Penalty: 558.943604 Iteration 27Q: 3 clusters Score -120526.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -120527.296875 Penalty: 558.943604 Iteration 28F: 3 clusters Score -120527.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -120527.570312 Penalty: 558.943604 Iteration 29Q: 3 clusters Score -120527.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -120527.718750 Penalty: 558.943604 Iteration 30Q: 3 clusters Score -120527.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -120527.718750 Penalty: 558.943604 Iteration 31F: 3 clusters Score -120527.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 15576 members Mstep: Class 8 contains 1042 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 3226 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 55447 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Entering Unmasked Estep Score: -8916829.000000 Penalty: 14639.365234 Splitting cluster 5 changes total score from -8915543.000000 to -8916829.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 6 (1652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Entering Unmasked Estep Score: -54374.394531 Penalty: 244.521484 Iteration 0F: 2 clusters Score -54374.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -53199.000000 Penalty: 489.042969 Iteration 0F: 3 clusters Score -53199 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -53620.515625 Penalty: 489.042969 Iteration 1F: 3 clusters Score -53620.52 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -53687.199219 Penalty: 489.042969 Iteration 2F: 3 clusters Score -53687.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -53775.398438 Penalty: 489.042969 Iteration 3F: 3 clusters Score -53775.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -53873.578125 Penalty: 489.042969 Iteration 4F: 3 clusters Score -53873.58 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -53992.187500 Penalty: 489.042969 Iteration 5Q: 3 clusters Score -53992.19 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -54082.683594 Penalty: 489.042969 Iteration 6Q: 3 clusters Score -54082.68 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -54147.679688 Penalty: 489.042969 Iteration 7Q: 3 clusters Score -54147.68 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -54182.769531 Penalty: 489.042969 Iteration 8Q: 3 clusters Score -54182.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -54206.531250 Penalty: 489.042969 Iteration 9Q: 3 clusters Score -54206.53 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -54220.796875 Penalty: 489.042969 Iteration 10Q: 3 clusters Score -54220.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -54232.382812 Penalty: 489.042969 Iteration 11Q: 3 clusters Score -54232.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -54236.937500 Penalty: 489.042969 Iteration 12Q: 3 clusters Score -54236.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -54238.957031 Penalty: 489.042969 Iteration 13Q: 3 clusters Score -54238.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -54241.660156 Penalty: 489.042969 Iteration 14Q: 3 clusters Score -54241.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -54242.890625 Penalty: 489.042969 Iteration 15Q: 3 clusters Score -54242.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -54243.597656 Penalty: 489.042969 Iteration 16Q: 3 clusters Score -54243.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -54245.558594 Penalty: 489.042969 Iteration 17Q: 3 clusters Score -54245.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -54246.753906 Penalty: 489.042969 Iteration 18Q: 3 clusters Score -54246.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -54247.582031 Penalty: 489.042969 Iteration 19Q: 3 clusters Score -54247.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -54249.773438 Penalty: 489.042969 Iteration 20F: 3 clusters Score -54249.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -54252.789062 Penalty: 489.042969 Iteration 21Q: 3 clusters Score -54252.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -54256.281250 Penalty: 489.042969 Iteration 22Q: 3 clusters Score -54256.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -54261.062500 Penalty: 489.042969 Iteration 23Q: 3 clusters Score -54261.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -54268.027344 Penalty: 489.042969 Iteration 24Q: 3 clusters Score -54268.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -54274.402344 Penalty: 489.042969 Iteration 25Q: 3 clusters Score -54274.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -54282.507812 Penalty: 489.042969 Iteration 26Q: 3 clusters Score -54282.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -54287.671875 Penalty: 489.042969 Iteration 27Q: 3 clusters Score -54287.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -54297.093750 Penalty: 489.042969 Iteration 28Q: 3 clusters Score -54297.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -54302.785156 Penalty: 489.042969 Iteration 29Q: 3 clusters Score -54302.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -54307.160156 Penalty: 489.042969 Iteration 30Q: 3 clusters Score -54307.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -54309.773438 Penalty: 489.042969 Iteration 31Q: 3 clusters Score -54309.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -54312.253906 Penalty: 489.042969 Iteration 32Q: 3 clusters Score -54312.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -54314.863281 Penalty: 489.042969 Iteration 33Q: 3 clusters Score -54314.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -54316.796875 Penalty: 489.042969 Iteration 34Q: 3 clusters Score -54316.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -54316.921875 Penalty: 489.042969 Iteration 35Q: 3 clusters Score -54316.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -54317.488281 Penalty: 489.042969 Iteration 36Q: 3 clusters Score -54317.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -54317.609375 Penalty: 489.042969 Iteration 37Q: 3 clusters Score -54317.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -54317.609375 Penalty: 489.042969 Iteration 38F: 3 clusters Score -54317.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (15576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Entering Unmasked Estep Score: -418105.656250 Penalty: 318.565033 Iteration 0F: 2 clusters Score -418105.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -407770.562500 Penalty: 637.130066 Iteration 0F: 3 clusters Score -407770.6 nChanged 7518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -413194.625000 Penalty: 637.130066 Iteration 1F: 3 clusters Score -413194.6 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -414836.812500 Penalty: 637.130066 Iteration 2F: 3 clusters Score -414836.8 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -416626.125000 Penalty: 637.130066 Iteration 3F: 3 clusters Score -416626.1 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -417823.875000 Penalty: 637.130066 Iteration 4F: 3 clusters Score -417823.9 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -418426.593750 Penalty: 637.130066 Iteration 5F: 3 clusters Score -418426.6 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -418671.593750 Penalty: 637.130066 Iteration 6Q: 3 clusters Score -418671.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -418778.375000 Penalty: 637.130066 Iteration 7Q: 3 clusters Score -418778.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12303 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -418843.968750 Penalty: 637.130066 Iteration 8Q: 3 clusters Score -418844 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12164 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -418937.781250 Penalty: 637.130066 Iteration 9Q: 3 clusters Score -418937.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -419037.281250 Penalty: 637.130066 Iteration 10Q: 3 clusters Score -419037.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -419123.531250 Penalty: 637.130066 Iteration 11Q: 3 clusters Score -419123.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -419169.343750 Penalty: 637.130066 Iteration 12Q: 3 clusters Score -419169.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -419200.593750 Penalty: 637.130066 Iteration 13Q: 3 clusters Score -419200.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -419221.281250 Penalty: 637.130066 Iteration 14Q: 3 clusters Score -419221.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -419241.406250 Penalty: 637.130066 Iteration 15Q: 3 clusters Score -419241.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -419253.875000 Penalty: 637.130066 Iteration 16Q: 3 clusters Score -419253.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -419260.562500 Penalty: 637.130066 Iteration 17Q: 3 clusters Score -419260.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -419269.750000 Penalty: 637.130066 Iteration 18Q: 3 clusters Score -419269.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -419275.562500 Penalty: 637.130066 Iteration 19Q: 3 clusters Score -419275.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -419280.062500 Penalty: 637.130066 Iteration 20F: 3 clusters Score -419280.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -419285.250000 Penalty: 637.130066 Iteration 21Q: 3 clusters Score -419285.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -419287.718750 Penalty: 637.130066 Iteration 22Q: 3 clusters Score -419287.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -419292.000000 Penalty: 637.130066 Iteration 23Q: 3 clusters Score -419292 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -419293.031250 Penalty: 637.130066 Iteration 24Q: 3 clusters Score -419293 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -419295.593750 Penalty: 637.130066 Iteration 25Q: 3 clusters Score -419295.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -419295.125000 Penalty: 637.130066 Iteration 26Q: 3 clusters Score -419295.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -419297.062500 Penalty: 637.130066 Iteration 27Q: 3 clusters Score -419297.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10588 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -419297.812500 Penalty: 637.130066 Iteration 28Q: 3 clusters Score -419297.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -419297.750000 Penalty: 637.130066 Iteration 29Q: 3 clusters Score -419297.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -419298.718750 Penalty: 637.130066 Iteration 30Q: 3 clusters Score -419298.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -419298.906250 Penalty: 637.130066 Iteration 31Q: 3 clusters Score -419298.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -419298.750000 Penalty: 637.130066 Iteration 32Q: 3 clusters Score -419298.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -419299.156250 Penalty: 637.130066 Iteration 33Q: 3 clusters Score -419299.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -419298.468750 Penalty: 637.130066 Iteration 34Q: 3 clusters Score -419298.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -419299.500000 Penalty: 637.130066 Iteration 35Q: 3 clusters Score -419299.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -419299.031250 Penalty: 637.130066 Iteration 36Q: 3 clusters Score -419299 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -419299.406250 Penalty: 637.130066 Iteration 37Q: 3 clusters Score -419299.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -419299.812500 Penalty: 637.130066 Iteration 38Q: 3 clusters Score -419299.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -419299.625000 Penalty: 637.130066 Iteration 39Q: 3 clusters Score -419299.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -419299.625000 Penalty: 637.130066 Iteration 40F: 3 clusters Score -419299.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 1042 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 3226 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 55447 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Entering Unmasked Estep Score: -8917941.000000 Penalty: 15057.632812 Splitting cluster 7 changes total score from -8915543.000000 to -8917941.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 8 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -20989.136719 Penalty: 229.313614 Iteration 0F: 2 clusters Score -20989.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -20237.646484 Penalty: 458.627228 Iteration 0F: 3 clusters Score -20237.65 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -20634.335938 Penalty: 458.627228 Iteration 1F: 3 clusters Score -20634.34 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -20783.650391 Penalty: 458.627228 Iteration 2F: 3 clusters Score -20783.65 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -20893.632812 Penalty: 458.627228 Iteration 3F: 3 clusters Score -20893.63 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -21006.517578 Penalty: 458.627228 Iteration 4F: 3 clusters Score -21006.52 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -21100.218750 Penalty: 458.627228 Iteration 5Q: 3 clusters Score -21100.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -21176.646484 Penalty: 458.627228 Iteration 6Q: 3 clusters Score -21176.65 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -21223.232422 Penalty: 458.627228 Iteration 7Q: 3 clusters Score -21223.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -21249.949219 Penalty: 458.627228 Iteration 8Q: 3 clusters Score -21249.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -21298.712891 Penalty: 458.627228 Iteration 9Q: 3 clusters Score -21298.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -21334.779297 Penalty: 458.627228 Iteration 10Q: 3 clusters Score -21334.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -21378.433594 Penalty: 458.627228 Iteration 11Q: 3 clusters Score -21378.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -21403.193359 Penalty: 458.627228 Iteration 12Q: 3 clusters Score -21403.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -21440.626953 Penalty: 458.627228 Iteration 13Q: 3 clusters Score -21440.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -21474.210938 Penalty: 458.627228 Iteration 14Q: 3 clusters Score -21474.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -21495.619141 Penalty: 458.627228 Iteration 15Q: 3 clusters Score -21495.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -21502.640625 Penalty: 458.627228 Iteration 16Q: 3 clusters Score -21502.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -21512.046875 Penalty: 458.627228 Iteration 17Q: 3 clusters Score -21512.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -21554.876953 Penalty: 458.627228 Iteration 18Q: 3 clusters Score -21554.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -21620.552734 Penalty: 458.627228 Iteration 19Q: 3 clusters Score -21620.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -21635.058594 Penalty: 458.627228 Iteration 20F: 3 clusters Score -21635.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -21637.564453 Penalty: 458.627228 Iteration 21Q: 3 clusters Score -21637.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -21637.564453 Penalty: 458.627228 Iteration 22F: 3 clusters Score -21637.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 3226 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 55447 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Entering Unmasked Estep Score: -8918390.000000 Penalty: 15475.900391 Splitting cluster 8 changes total score from -8915543.000000 to -8918390.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 9 (13702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Entering Unmasked Estep Score: -467993.000000 Penalty: 314.334808 Iteration 0F: 2 clusters Score -467993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -458962.968750 Penalty: 628.669617 Iteration 0F: 3 clusters Score -458963 nChanged 6476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -462752.250000 Penalty: 628.669617 Iteration 1F: 3 clusters Score -462752.2 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -463193.093750 Penalty: 628.669617 Iteration 2F: 3 clusters Score -463193.1 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -463799.937500 Penalty: 628.669617 Iteration 3F: 3 clusters Score -463799.9 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -464494.781250 Penalty: 628.669617 Iteration 4F: 3 clusters Score -464494.8 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 10516 members Entering Unmasked Estep Score: -465179.687500 Penalty: 628.669617 Iteration 5F: 3 clusters Score -465179.7 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -465800.906250 Penalty: 628.669617 Iteration 6F: 3 clusters Score -465800.9 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -466326.968750 Penalty: 628.669617 Iteration 7F: 3 clusters Score -466327 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -466738.968750 Penalty: 628.669617 Iteration 8Q: 3 clusters Score -466739 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -467107.125000 Penalty: 628.669617 Iteration 9Q: 3 clusters Score -467107.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -467349.156250 Penalty: 628.669617 Iteration 10Q: 3 clusters Score -467349.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -467522.125000 Penalty: 628.669617 Iteration 11Q: 3 clusters Score -467522.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -467613.343750 Penalty: 628.669617 Iteration 12Q: 3 clusters Score -467613.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 13597 members Entering Unmasked Estep Score: -467664.031250 Penalty: 628.669617 Iteration 13Q: 3 clusters Score -467664 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -467696.250000 Penalty: 628.669617 Iteration 14Q: 3 clusters Score -467696.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -467710.968750 Penalty: 628.669617 Iteration 15Q: 3 clusters Score -467711 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -467715.187500 Penalty: 628.669617 Iteration 16Q: 3 clusters Score -467715.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -467716.281250 Penalty: 628.669617 Iteration 17Q: 3 clusters Score -467716.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -467719.250000 Penalty: 628.669617 Iteration 18Q: 3 clusters Score -467719.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -467723.031250 Penalty: 628.669617 Iteration 19Q: 3 clusters Score -467723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -467733.125000 Penalty: 628.669617 Iteration 20F: 3 clusters Score -467733.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -467742.875000 Penalty: 628.669617 Iteration 21Q: 3 clusters Score -467742.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -467752.187500 Penalty: 628.669617 Iteration 22Q: 3 clusters Score -467752.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -467757.093750 Penalty: 628.669617 Iteration 23Q: 3 clusters Score -467757.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -467757.968750 Penalty: 628.669617 Iteration 24Q: 3 clusters Score -467758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -467758.937500 Penalty: 628.669617 Iteration 25Q: 3 clusters Score -467758.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -467758.937500 Penalty: 628.669617 Iteration 26F: 3 clusters Score -467758.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Entering Unmasked Estep Score: -175404.734375 Penalty: 288.425842 Iteration 0F: 2 clusters Score -175404.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -171284.218750 Penalty: 576.851685 Iteration 0F: 3 clusters Score -171284.2 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -173115.796875 Penalty: 576.851685 Iteration 1F: 3 clusters Score -173115.8 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -173336.093750 Penalty: 576.851685 Iteration 2F: 3 clusters Score -173336.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -173545.640625 Penalty: 576.851685 Iteration 3F: 3 clusters Score -173545.6 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -173731.093750 Penalty: 576.851685 Iteration 4F: 3 clusters Score -173731.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -173956.812500 Penalty: 576.851685 Iteration 5F: 3 clusters Score -173956.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -174196.109375 Penalty: 576.851685 Iteration 6F: 3 clusters Score -174196.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -174357.500000 Penalty: 576.851685 Iteration 7Q: 3 clusters Score -174357.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -174450.015625 Penalty: 576.851685 Iteration 8Q: 3 clusters Score -174450 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -174502.437500 Penalty: 576.851685 Iteration 9Q: 3 clusters Score -174502.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -174543.078125 Penalty: 576.851685 Iteration 10Q: 3 clusters Score -174543.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -174577.937500 Penalty: 576.851685 Iteration 11Q: 3 clusters Score -174577.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -174619.406250 Penalty: 576.851685 Iteration 12Q: 3 clusters Score -174619.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -174664.937500 Penalty: 576.851685 Iteration 13Q: 3 clusters Score -174664.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -174713.843750 Penalty: 576.851685 Iteration 14Q: 3 clusters Score -174713.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -174764.000000 Penalty: 576.851685 Iteration 15Q: 3 clusters Score -174764 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -174803.718750 Penalty: 576.851685 Iteration 16Q: 3 clusters Score -174803.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -174829.843750 Penalty: 576.851685 Iteration 17Q: 3 clusters Score -174829.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -174856.609375 Penalty: 576.851685 Iteration 18Q: 3 clusters Score -174856.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -174887.171875 Penalty: 576.851685 Iteration 19Q: 3 clusters Score -174887.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -174919.078125 Penalty: 576.851685 Iteration 20F: 3 clusters Score -174919.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -174946.281250 Penalty: 576.851685 Iteration 21Q: 3 clusters Score -174946.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -174977.921875 Penalty: 576.851685 Iteration 22Q: 3 clusters Score -174977.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -175004.890625 Penalty: 576.851685 Iteration 23Q: 3 clusters Score -175004.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -175022.046875 Penalty: 576.851685 Iteration 24Q: 3 clusters Score -175022 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -175035.656250 Penalty: 576.851685 Iteration 25Q: 3 clusters Score -175035.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -175047.312500 Penalty: 576.851685 Iteration 26Q: 3 clusters Score -175047.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -175061.578125 Penalty: 576.851685 Iteration 27Q: 3 clusters Score -175061.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -175075.281250 Penalty: 576.851685 Iteration 28Q: 3 clusters Score -175075.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -175089.609375 Penalty: 576.851685 Iteration 29Q: 3 clusters Score -175089.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -175107.406250 Penalty: 576.851685 Iteration 30Q: 3 clusters Score -175107.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -175123.296875 Penalty: 576.851685 Iteration 31Q: 3 clusters Score -175123.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -175135.562500 Penalty: 576.851685 Iteration 32Q: 3 clusters Score -175135.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -175145.640625 Penalty: 576.851685 Iteration 33Q: 3 clusters Score -175145.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -175153.671875 Penalty: 576.851685 Iteration 34Q: 3 clusters Score -175153.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -175168.421875 Penalty: 576.851685 Iteration 35Q: 3 clusters Score -175168.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -175179.093750 Penalty: 576.851685 Iteration 36Q: 3 clusters Score -175179.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -175188.062500 Penalty: 576.851685 Iteration 37Q: 3 clusters Score -175188.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -175198.140625 Penalty: 576.851685 Iteration 38Q: 3 clusters Score -175198.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -175202.750000 Penalty: 576.851685 Iteration 39Q: 3 clusters Score -175202.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -175207.156250 Penalty: 576.851685 Iteration 40F: 3 clusters Score -175207.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -175212.281250 Penalty: 576.851685 Iteration 41Q: 3 clusters Score -175212.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -175218.875000 Penalty: 576.851685 Iteration 42Q: 3 clusters Score -175218.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -175226.171875 Penalty: 576.851685 Iteration 43Q: 3 clusters Score -175226.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -175228.812500 Penalty: 576.851685 Iteration 44Q: 3 clusters Score -175228.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -175231.593750 Penalty: 576.851685 Iteration 45Q: 3 clusters Score -175231.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -175234.812500 Penalty: 576.851685 Iteration 46Q: 3 clusters Score -175234.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -175235.875000 Penalty: 576.851685 Iteration 47Q: 3 clusters Score -175235.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -175238.421875 Penalty: 576.851685 Iteration 48Q: 3 clusters Score -175238.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -175240.578125 Penalty: 576.851685 Iteration 49Q: 3 clusters Score -175240.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -175241.921875 Penalty: 576.851685 Iteration 50Q: 3 clusters Score -175241.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -175245.953125 Penalty: 576.851685 Iteration 51Q: 3 clusters Score -175246 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -175251.218750 Penalty: 576.851685 Iteration 52Q: 3 clusters Score -175251.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -175256.062500 Penalty: 576.851685 Iteration 53Q: 3 clusters Score -175256.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -175258.156250 Penalty: 576.851685 Iteration 54Q: 3 clusters Score -175258.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -175259.718750 Penalty: 576.851685 Iteration 55Q: 3 clusters Score -175259.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -175259.593750 Penalty: 576.851685 Iteration 56Q: 3 clusters Score -175259.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -175259.593750 Penalty: 576.851685 Iteration 57F: 3 clusters Score -175259.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Entering Unmasked Estep Score: -147242.562500 Penalty: 281.714386 Iteration 0F: 2 clusters Score -147242.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -143884.750000 Penalty: 563.428772 Iteration 0F: 3 clusters Score -143884.8 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -145531.203125 Penalty: 563.428772 Iteration 1F: 3 clusters Score -145531.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -145732.593750 Penalty: 563.428772 Iteration 2F: 3 clusters Score -145732.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -145929.734375 Penalty: 563.428772 Iteration 3F: 3 clusters Score -145929.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -146114.046875 Penalty: 563.428772 Iteration 4Q: 3 clusters Score -146114 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -146237.515625 Penalty: 563.428772 Iteration 5Q: 3 clusters Score -146237.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -146311.312500 Penalty: 563.428772 Iteration 6Q: 3 clusters Score -146311.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -146360.406250 Penalty: 563.428772 Iteration 7Q: 3 clusters Score -146360.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -146385.437500 Penalty: 563.428772 Iteration 8Q: 3 clusters Score -146385.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -146402.859375 Penalty: 563.428772 Iteration 9Q: 3 clusters Score -146402.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -146418.171875 Penalty: 563.428772 Iteration 10Q: 3 clusters Score -146418.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -146429.953125 Penalty: 563.428772 Iteration 11Q: 3 clusters Score -146430 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -146439.171875 Penalty: 563.428772 Iteration 12Q: 3 clusters Score -146439.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -146449.656250 Penalty: 563.428772 Iteration 13Q: 3 clusters Score -146449.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -146461.531250 Penalty: 563.428772 Iteration 14Q: 3 clusters Score -146461.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -146472.921875 Penalty: 563.428772 Iteration 15Q: 3 clusters Score -146472.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -146480.375000 Penalty: 563.428772 Iteration 16Q: 3 clusters Score -146480.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -146488.796875 Penalty: 563.428772 Iteration 17Q: 3 clusters Score -146488.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -146496.359375 Penalty: 563.428772 Iteration 18Q: 3 clusters Score -146496.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -146504.375000 Penalty: 563.428772 Iteration 19Q: 3 clusters Score -146504.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -146513.859375 Penalty: 563.428772 Iteration 20F: 3 clusters Score -146513.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -146522.734375 Penalty: 563.428772 Iteration 21Q: 3 clusters Score -146522.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -146533.031250 Penalty: 563.428772 Iteration 22Q: 3 clusters Score -146533 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -146544.843750 Penalty: 563.428772 Iteration 23Q: 3 clusters Score -146544.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -146557.109375 Penalty: 563.428772 Iteration 24Q: 3 clusters Score -146557.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -146572.984375 Penalty: 563.428772 Iteration 25Q: 3 clusters Score -146573 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -146598.140625 Penalty: 563.428772 Iteration 26Q: 3 clusters Score -146598.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -146627.937500 Penalty: 563.428772 Iteration 27Q: 3 clusters Score -146627.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -146651.093750 Penalty: 563.428772 Iteration 28Q: 3 clusters Score -146651.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -146677.843750 Penalty: 563.428772 Iteration 29Q: 3 clusters Score -146677.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -146705.328125 Penalty: 563.428772 Iteration 30Q: 3 clusters Score -146705.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -146728.656250 Penalty: 563.428772 Iteration 31Q: 3 clusters Score -146728.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -146749.546875 Penalty: 563.428772 Iteration 32Q: 3 clusters Score -146749.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -146769.218750 Penalty: 563.428772 Iteration 33Q: 3 clusters Score -146769.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -146782.906250 Penalty: 563.428772 Iteration 34Q: 3 clusters Score -146782.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -146790.921875 Penalty: 563.428772 Iteration 35Q: 3 clusters Score -146790.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -146798.171875 Penalty: 563.428772 Iteration 36Q: 3 clusters Score -146798.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -146806.312500 Penalty: 563.428772 Iteration 37Q: 3 clusters Score -146806.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -146815.234375 Penalty: 563.428772 Iteration 38Q: 3 clusters Score -146815.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -146823.843750 Penalty: 563.428772 Iteration 39Q: 3 clusters Score -146823.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -146834.140625 Penalty: 563.428772 Iteration 40F: 3 clusters Score -146834.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -146842.500000 Penalty: 563.428772 Iteration 41Q: 3 clusters Score -146842.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -146846.875000 Penalty: 563.428772 Iteration 42Q: 3 clusters Score -146846.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -146851.156250 Penalty: 563.428772 Iteration 43Q: 3 clusters Score -146851.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -146856.015625 Penalty: 563.428772 Iteration 44Q: 3 clusters Score -146856 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -146860.546875 Penalty: 563.428772 Iteration 45Q: 3 clusters Score -146860.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -146863.546875 Penalty: 563.428772 Iteration 46Q: 3 clusters Score -146863.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -146867.734375 Penalty: 563.428772 Iteration 47Q: 3 clusters Score -146867.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -146873.640625 Penalty: 563.428772 Iteration 48Q: 3 clusters Score -146873.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -146878.718750 Penalty: 563.428772 Iteration 49Q: 3 clusters Score -146878.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -146884.468750 Penalty: 563.428772 Iteration 50Q: 3 clusters Score -146884.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -146891.515625 Penalty: 563.428772 Iteration 51Q: 3 clusters Score -146891.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -146898.406250 Penalty: 563.428772 Iteration 52Q: 3 clusters Score -146898.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -146906.734375 Penalty: 563.428772 Iteration 53Q: 3 clusters Score -146906.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -146912.562500 Penalty: 563.428772 Iteration 54Q: 3 clusters Score -146912.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -146918.828125 Penalty: 563.428772 Iteration 55Q: 3 clusters Score -146918.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -146923.781250 Penalty: 563.428772 Iteration 56Q: 3 clusters Score -146923.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -146929.843750 Penalty: 563.428772 Iteration 57Q: 3 clusters Score -146929.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -146935.312500 Penalty: 563.428772 Iteration 58Q: 3 clusters Score -146935.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -146938.671875 Penalty: 563.428772 Iteration 59Q: 3 clusters Score -146938.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -146942.921875 Penalty: 563.428772 Iteration 60F: 3 clusters Score -146942.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -146945.656250 Penalty: 563.428772 Iteration 61Q: 3 clusters Score -146945.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -146947.546875 Penalty: 563.428772 Iteration 62Q: 3 clusters Score -146947.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -146950.125000 Penalty: 563.428772 Iteration 63Q: 3 clusters Score -146950.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -146953.703125 Penalty: 563.428772 Iteration 64Q: 3 clusters Score -146953.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -146957.390625 Penalty: 563.428772 Iteration 65Q: 3 clusters Score -146957.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -146961.531250 Penalty: 563.428772 Iteration 66Q: 3 clusters Score -146961.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -146964.562500 Penalty: 563.428772 Iteration 67Q: 3 clusters Score -146964.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -146967.343750 Penalty: 563.428772 Iteration 68Q: 3 clusters Score -146967.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -146969.093750 Penalty: 563.428772 Iteration 69Q: 3 clusters Score -146969.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -146972.000000 Penalty: 563.428772 Iteration 70Q: 3 clusters Score -146972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -146976.015625 Penalty: 563.428772 Iteration 71Q: 3 clusters Score -146976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -146985.890625 Penalty: 563.428772 Iteration 72Q: 3 clusters Score -146985.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -146998.468750 Penalty: 563.428772 Iteration 73Q: 3 clusters Score -146998.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -147006.296875 Penalty: 563.428772 Iteration 74Q: 3 clusters Score -147006.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -147008.078125 Penalty: 563.428772 Iteration 75Q: 3 clusters Score -147008.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -147010.140625 Penalty: 563.428772 Iteration 76Q: 3 clusters Score -147010.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -147011.000000 Penalty: 563.428772 Iteration 77Q: 3 clusters Score -147011 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -147014.125000 Penalty: 563.428772 Iteration 78Q: 3 clusters Score -147014.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -147020.343750 Penalty: 563.428772 Iteration 79Q: 3 clusters Score -147020.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -147025.531250 Penalty: 563.428772 Iteration 80F: 3 clusters Score -147025.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -147029.421875 Penalty: 563.428772 Iteration 81Q: 3 clusters Score -147029.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -147032.046875 Penalty: 563.428772 Iteration 82Q: 3 clusters Score -147032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -147035.703125 Penalty: 563.428772 Iteration 83Q: 3 clusters Score -147035.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -147040.812500 Penalty: 563.428772 Iteration 84Q: 3 clusters Score -147040.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -147049.093750 Penalty: 563.428772 Iteration 85Q: 3 clusters Score -147049.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -147053.593750 Penalty: 563.428772 Iteration 86Q: 3 clusters Score -147053.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -147054.437500 Penalty: 563.428772 Iteration 87Q: 3 clusters Score -147054.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -147054.437500 Penalty: 563.428772 Iteration 88F: 3 clusters Score -147054.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Entering Unmasked Estep Score: -73828.835938 Penalty: 266.606964 Iteration 0F: 2 clusters Score -73828.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -71643.398438 Penalty: 533.213928 Iteration 0F: 3 clusters Score -71643.4 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -72629.171875 Penalty: 533.213928 Iteration 1F: 3 clusters Score -72629.17 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -72904.507812 Penalty: 533.213928 Iteration 2F: 3 clusters Score -72904.51 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -73119.289062 Penalty: 533.213928 Iteration 3F: 3 clusters Score -73119.29 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -73288.250000 Penalty: 533.213928 Iteration 4F: 3 clusters Score -73288.25 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -73402.570312 Penalty: 533.213928 Iteration 5Q: 3 clusters Score -73402.57 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -73471.789062 Penalty: 533.213928 Iteration 6Q: 3 clusters Score -73471.79 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -73521.507812 Penalty: 533.213928 Iteration 7Q: 3 clusters Score -73521.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -73571.226562 Penalty: 533.213928 Iteration 8Q: 3 clusters Score -73571.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -73700.093750 Penalty: 533.213928 Iteration 9Q: 3 clusters Score -73700.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -73796.968750 Penalty: 533.213928 Iteration 10Q: 3 clusters Score -73796.97 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -73914.656250 Penalty: 533.213928 Iteration 11Q: 3 clusters Score -73914.66 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -74048.148438 Penalty: 533.213928 Iteration 12Q: 3 clusters Score -74048.15 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -74265.539062 Penalty: 533.213928 Iteration 13Q: 3 clusters Score -74265.54 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -74615.203125 Penalty: 533.213928 Iteration 14F: 3 clusters Score -74615.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -74948.257812 Penalty: 533.213928 Iteration 15F: 3 clusters Score -74948.26 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -75160.765625 Penalty: 533.213928 Iteration 16F: 3 clusters Score -75160.77 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -75249.007812 Penalty: 533.213928 Iteration 17Q: 3 clusters Score -75249.01 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -75275.031250 Penalty: 533.213928 Iteration 18Q: 3 clusters Score -75275.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -75292.539062 Penalty: 533.213928 Iteration 19Q: 3 clusters Score -75292.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -75310.585938 Penalty: 533.213928 Iteration 20F: 3 clusters Score -75310.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -75318.945312 Penalty: 533.213928 Iteration 21Q: 3 clusters Score -75318.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -75324.679688 Penalty: 533.213928 Iteration 22Q: 3 clusters Score -75324.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -75328.539062 Penalty: 533.213928 Iteration 23Q: 3 clusters Score -75328.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -75329.132812 Penalty: 533.213928 Iteration 24Q: 3 clusters Score -75329.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -75329.132812 Penalty: 533.213928 Iteration 25F: 3 clusters Score -75329.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 55447 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Entering Unmasked Estep Score: -8919730.000000 Penalty: 15894.167969 Splitting cluster 12 changes total score from -8915543.000000 to -8919730.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 13 (2370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Entering Unmasked Estep Score: -73002.203125 Penalty: 256.431274 Iteration 0F: 2 clusters Score -73002.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -71407.242188 Penalty: 512.862549 Iteration 0F: 3 clusters Score -71407.24 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -72269.296875 Penalty: 512.862549 Iteration 1F: 3 clusters Score -72269.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -72473.179688 Penalty: 512.862549 Iteration 2F: 3 clusters Score -72473.18 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -72578.273438 Penalty: 512.862549 Iteration 3F: 3 clusters Score -72578.27 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -72629.914062 Penalty: 512.862549 Iteration 4Q: 3 clusters Score -72629.91 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -72668.062500 Penalty: 512.862549 Iteration 5Q: 3 clusters Score -72668.06 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -72707.929688 Penalty: 512.862549 Iteration 6Q: 3 clusters Score -72707.93 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -72737.406250 Penalty: 512.862549 Iteration 7Q: 3 clusters Score -72737.41 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -72753.515625 Penalty: 512.862549 Iteration 8Q: 3 clusters Score -72753.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -72759.117188 Penalty: 512.862549 Iteration 9Q: 3 clusters Score -72759.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -72761.554688 Penalty: 512.862549 Iteration 10Q: 3 clusters Score -72761.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -72765.562500 Penalty: 512.862549 Iteration 11Q: 3 clusters Score -72765.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -72768.921875 Penalty: 512.862549 Iteration 12Q: 3 clusters Score -72768.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -72771.054688 Penalty: 512.862549 Iteration 13Q: 3 clusters Score -72771.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -72772.093750 Penalty: 512.862549 Iteration 14Q: 3 clusters Score -72772.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -72772.601562 Penalty: 512.862549 Iteration 15Q: 3 clusters Score -72772.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -72772.757812 Penalty: 512.862549 Iteration 16Q: 3 clusters Score -72772.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -72772.742188 Penalty: 512.862549 Iteration 17Q: 3 clusters Score -72772.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -72772.765625 Penalty: 512.862549 Iteration 18Q: 3 clusters Score -72772.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -72773.070312 Penalty: 512.862549 Iteration 19Q: 3 clusters Score -72773.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -72773.070312 Penalty: 512.862549 Iteration 20F: 3 clusters Score -72773.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (55447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55447 members Entering Unmasked Estep Score: -1752093.500000 Penalty: 360.465027 Iteration 0F: 2 clusters Score -1752094 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 27711 members Entering Unmasked Estep Score: -1714642.250000 Penalty: 720.930054 Iteration 0F: 3 clusters Score -1714642 nChanged 27152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30554 members Mstep: Class 2 contains 24893 members Entering Unmasked Estep Score: -1732646.625000 Penalty: 720.930054 Iteration 1F: 3 clusters Score -1732647 nChanged 3736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32306 members Mstep: Class 2 contains 23141 members Entering Unmasked Estep Score: -1735258.625000 Penalty: 720.930054 Iteration 2F: 3 clusters Score -1735259 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33925 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -1739178.250000 Penalty: 720.930054 Iteration 3F: 3 clusters Score -1739178 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34780 members Mstep: Class 2 contains 20667 members Entering Unmasked Estep Score: -1744487.375000 Penalty: 720.930054 Iteration 4F: 3 clusters Score -1744487 nChanged 3800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34940 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -1749106.000000 Penalty: 720.930054 Iteration 5F: 3 clusters Score -1749106 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34940 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -1752038.750000 Penalty: 720.930054 Iteration 6Q: 3 clusters Score -1752039 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34992 members Mstep: Class 2 contains 20455 members Entering Unmasked Estep Score: -1753890.875000 Penalty: 720.930054 Iteration 7Q: 3 clusters Score -1753891 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35133 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -1755209.375000 Penalty: 720.930054 Iteration 8Q: 3 clusters Score -1755209 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35242 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -1756112.500000 Penalty: 720.930054 Iteration 9Q: 3 clusters Score -1756112 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35184 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -1756462.875000 Penalty: 720.930054 Iteration 10Q: 3 clusters Score -1756463 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34983 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -1756605.750000 Penalty: 720.930054 Iteration 11Q: 3 clusters Score -1756606 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34700 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -1756705.875000 Penalty: 720.930054 Iteration 12Q: 3 clusters Score -1756706 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34451 members Mstep: Class 2 contains 20996 members Entering Unmasked Estep Score: -1756759.250000 Penalty: 720.930054 Iteration 13Q: 3 clusters Score -1756759 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34270 members Mstep: Class 2 contains 21177 members Entering Unmasked Estep Score: -1756789.625000 Penalty: 720.930054 Iteration 14Q: 3 clusters Score -1756790 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34142 members Mstep: Class 2 contains 21305 members Entering Unmasked Estep Score: -1756796.125000 Penalty: 720.930054 Iteration 15Q: 3 clusters Score -1756796 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34048 members Mstep: Class 2 contains 21399 members Entering Unmasked Estep Score: -1756799.000000 Penalty: 720.930054 Iteration 16Q: 3 clusters Score -1756799 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33983 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -1756807.125000 Penalty: 720.930054 Iteration 17Q: 3 clusters Score -1756807 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33928 members Mstep: Class 2 contains 21519 members Entering Unmasked Estep Score: -1756806.875000 Penalty: 720.930054 Iteration 18Q: 3 clusters Score -1756807 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33876 members Mstep: Class 2 contains 21571 members Entering Unmasked Estep Score: -1756811.375000 Penalty: 720.930054 Iteration 19Q: 3 clusters Score -1756811 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33842 members Mstep: Class 2 contains 21605 members Entering Unmasked Estep Score: -1756813.625000 Penalty: 720.930054 Iteration 20F: 3 clusters Score -1756814 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33824 members Mstep: Class 2 contains 21623 members Entering Unmasked Estep Score: -1756814.750000 Penalty: 720.930054 Iteration 21Q: 3 clusters Score -1756815 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33803 members Mstep: Class 2 contains 21644 members Entering Unmasked Estep Score: -1756818.875000 Penalty: 720.930054 Iteration 22Q: 3 clusters Score -1756819 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33785 members Mstep: Class 2 contains 21662 members Entering Unmasked Estep Score: -1756821.125000 Penalty: 720.930054 Iteration 23Q: 3 clusters Score -1756821 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33770 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -1756822.500000 Penalty: 720.930054 Iteration 24Q: 3 clusters Score -1756822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33759 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -1756820.875000 Penalty: 720.930054 Iteration 25Q: 3 clusters Score -1756821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33752 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -1756821.000000 Penalty: 720.930054 Iteration 26Q: 3 clusters Score -1756821 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33747 members Mstep: Class 2 contains 21700 members Entering Unmasked Estep Score: -1756822.500000 Penalty: 720.930054 Iteration 27Q: 3 clusters Score -1756822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33744 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -1756821.625000 Penalty: 720.930054 Iteration 28Q: 3 clusters Score -1756822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33742 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -1756821.375000 Penalty: 720.930054 Iteration 29Q: 3 clusters Score -1756821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33742 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -1756821.375000 Penalty: 720.930054 Iteration 30F: 3 clusters Score -1756821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 4709 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Entering Unmasked Estep Score: -8924330.000000 Penalty: 16312.435547 Splitting cluster 14 changes total score from -8915543.000000 to -8924330.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 15 (4709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Entering Unmasked Estep Score: -156597.593750 Penalty: 279.088623 Iteration 0F: 2 clusters Score -156597.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -153486.859375 Penalty: 558.177246 Iteration 0F: 3 clusters Score -153486.9 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -154844.281250 Penalty: 558.177246 Iteration 1F: 3 clusters Score -154844.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -154998.328125 Penalty: 558.177246 Iteration 2F: 3 clusters Score -154998.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -155155.453125 Penalty: 558.177246 Iteration 3F: 3 clusters Score -155155.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -155356.468750 Penalty: 558.177246 Iteration 4F: 3 clusters Score -155356.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -155571.421875 Penalty: 558.177246 Iteration 5F: 3 clusters Score -155571.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -155740.125000 Penalty: 558.177246 Iteration 6Q: 3 clusters Score -155740.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -155890.078125 Penalty: 558.177246 Iteration 7Q: 3 clusters Score -155890.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -156036.046875 Penalty: 558.177246 Iteration 8Q: 3 clusters Score -156036 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -156182.125000 Penalty: 558.177246 Iteration 9Q: 3 clusters Score -156182.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -156312.796875 Penalty: 558.177246 Iteration 10Q: 3 clusters Score -156312.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -156403.953125 Penalty: 558.177246 Iteration 11Q: 3 clusters Score -156404 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -156456.718750 Penalty: 558.177246 Iteration 12Q: 3 clusters Score -156456.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -156500.593750 Penalty: 558.177246 Iteration 13Q: 3 clusters Score -156500.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -156535.593750 Penalty: 558.177246 Iteration 14Q: 3 clusters Score -156535.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -156561.156250 Penalty: 558.177246 Iteration 15Q: 3 clusters Score -156561.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -156572.140625 Penalty: 558.177246 Iteration 16Q: 3 clusters Score -156572.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -156580.812500 Penalty: 558.177246 Iteration 17Q: 3 clusters Score -156580.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -156589.718750 Penalty: 558.177246 Iteration 18Q: 3 clusters Score -156589.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -156604.531250 Penalty: 558.177246 Iteration 19Q: 3 clusters Score -156604.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -156620.875000 Penalty: 558.177246 Iteration 20F: 3 clusters Score -156620.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -156632.015625 Penalty: 558.177246 Iteration 21Q: 3 clusters Score -156632 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -156638.187500 Penalty: 558.177246 Iteration 22Q: 3 clusters Score -156638.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -156644.218750 Penalty: 558.177246 Iteration 23Q: 3 clusters Score -156644.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -156649.218750 Penalty: 558.177246 Iteration 24Q: 3 clusters Score -156649.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -156652.328125 Penalty: 558.177246 Iteration 25Q: 3 clusters Score -156652.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -156652.562500 Penalty: 558.177246 Iteration 26Q: 3 clusters Score -156652.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -156653.406250 Penalty: 558.177246 Iteration 27Q: 3 clusters Score -156653.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -156653.796875 Penalty: 558.177246 Iteration 28Q: 3 clusters Score -156653.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -156654.203125 Penalty: 558.177246 Iteration 29Q: 3 clusters Score -156654.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -156654.156250 Penalty: 558.177246 Iteration 30Q: 3 clusters Score -156654.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -156654.156250 Penalty: 558.177246 Iteration 31F: 3 clusters Score -156654.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 5417 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Entering Unmasked Estep Score: -8924269.000000 Penalty: 16730.703125 Splitting cluster 15 changes total score from -8915543.000000 to -8924269.000000 So it's getting split into cluster 40. 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: -72693.398438 Penalty: 250.448090 Iteration 0F: 2 clusters Score -72693.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -71288.320312 Penalty: 500.896179 Iteration 0F: 3 clusters Score -71288.32 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -71775.218750 Penalty: 500.896179 Iteration 1F: 3 clusters Score -71775.22 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -71867.609375 Penalty: 500.896179 Iteration 2F: 3 clusters Score -71867.61 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -71962.703125 Penalty: 500.896179 Iteration 3F: 3 clusters Score -71962.7 nChanged 129 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: -72060.953125 Penalty: 500.896179 Iteration 4F: 3 clusters Score -72060.95 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -72145.507812 Penalty: 500.896179 Iteration 5F: 3 clusters Score -72145.51 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -72226.148438 Penalty: 500.896179 Iteration 6F: 3 clusters Score -72226.15 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -72291.453125 Penalty: 500.896179 Iteration 7Q: 3 clusters Score -72291.45 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -72320.523438 Penalty: 500.896179 Iteration 8Q: 3 clusters Score -72320.52 nChanged 38 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: -72337.625000 Penalty: 500.896179 Iteration 9Q: 3 clusters Score -72337.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -72346.773438 Penalty: 500.896179 Iteration 10Q: 3 clusters Score -72346.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -72350.703125 Penalty: 500.896179 Iteration 11Q: 3 clusters Score -72350.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -72354.437500 Penalty: 500.896179 Iteration 12Q: 3 clusters Score -72354.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -72358.125000 Penalty: 500.896179 Iteration 13Q: 3 clusters Score -72358.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -72361.281250 Penalty: 500.896179 Iteration 14Q: 3 clusters Score -72361.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -72364.843750 Penalty: 500.896179 Iteration 15Q: 3 clusters Score -72364.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -72366.804688 Penalty: 500.896179 Iteration 16Q: 3 clusters Score -72366.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -72367.773438 Penalty: 500.896179 Iteration 17Q: 3 clusters Score -72367.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -72369.242188 Penalty: 500.896179 Iteration 18Q: 3 clusters Score -72369.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -72370.203125 Penalty: 500.896179 Iteration 19Q: 3 clusters Score -72370.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -72370.562500 Penalty: 500.896179 Iteration 20F: 3 clusters Score -72370.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -72370.812500 Penalty: 500.896179 Iteration 21Q: 3 clusters Score -72370.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -72370.812500 Penalty: 500.896179 Iteration 22F: 3 clusters Score -72370.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Entering Unmasked Estep Score: -133124.281250 Penalty: 280.488129 Iteration 0F: 2 clusters Score -133124.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -129849.375000 Penalty: 560.976257 Iteration 0F: 3 clusters Score -129849.4 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -131088.796875 Penalty: 560.976257 Iteration 1F: 3 clusters Score -131088.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -131275.062500 Penalty: 560.976257 Iteration 2F: 3 clusters Score -131275.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -131512.781250 Penalty: 560.976257 Iteration 3F: 3 clusters Score -131512.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -131861.031250 Penalty: 560.976257 Iteration 4F: 3 clusters Score -131861 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -132223.781250 Penalty: 560.976257 Iteration 5F: 3 clusters Score -132223.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -132447.218750 Penalty: 560.976257 Iteration 6F: 3 clusters Score -132447.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -132531.046875 Penalty: 560.976257 Iteration 7Q: 3 clusters Score -132531 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -132568.765625 Penalty: 560.976257 Iteration 8Q: 3 clusters Score -132568.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -132589.437500 Penalty: 560.976257 Iteration 9Q: 3 clusters Score -132589.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -132601.562500 Penalty: 560.976257 Iteration 10Q: 3 clusters Score -132601.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -132609.750000 Penalty: 560.976257 Iteration 11Q: 3 clusters Score -132609.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -132613.109375 Penalty: 560.976257 Iteration 12Q: 3 clusters Score -132613.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -132616.546875 Penalty: 560.976257 Iteration 13Q: 3 clusters Score -132616.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -132620.343750 Penalty: 560.976257 Iteration 14Q: 3 clusters Score -132620.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -132621.093750 Penalty: 560.976257 Iteration 15Q: 3 clusters Score -132621.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -132623.359375 Penalty: 560.976257 Iteration 16Q: 3 clusters Score -132623.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -132624.859375 Penalty: 560.976257 Iteration 17Q: 3 clusters Score -132624.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -132625.562500 Penalty: 560.976257 Iteration 18Q: 3 clusters Score -132625.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -132625.906250 Penalty: 560.976257 Iteration 19Q: 3 clusters Score -132625.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -132625.718750 Penalty: 560.976257 Iteration 20F: 3 clusters Score -132625.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Entering Unmasked Estep Score: -185002.234375 Penalty: 283.710815 Iteration 0F: 2 clusters Score -185002.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -181474.734375 Penalty: 567.421631 Iteration 0F: 3 clusters Score -181474.7 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -182989.718750 Penalty: 567.421631 Iteration 1F: 3 clusters Score -182989.7 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -183469.328125 Penalty: 567.421631 Iteration 2F: 3 clusters Score -183469.3 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -184028.078125 Penalty: 567.421631 Iteration 3F: 3 clusters Score -184028.1 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -184464.546875 Penalty: 567.421631 Iteration 4F: 3 clusters Score -184464.5 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -184725.703125 Penalty: 567.421631 Iteration 5F: 3 clusters Score -184725.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -184858.937500 Penalty: 567.421631 Iteration 6Q: 3 clusters Score -184858.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -184943.687500 Penalty: 567.421631 Iteration 7Q: 3 clusters Score -184943.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -185000.343750 Penalty: 567.421631 Iteration 8Q: 3 clusters Score -185000.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -185029.187500 Penalty: 567.421631 Iteration 9Q: 3 clusters Score -185029.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -185051.734375 Penalty: 567.421631 Iteration 10Q: 3 clusters Score -185051.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -185067.750000 Penalty: 567.421631 Iteration 11Q: 3 clusters Score -185067.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -185087.109375 Penalty: 567.421631 Iteration 12Q: 3 clusters Score -185087.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -185100.062500 Penalty: 567.421631 Iteration 13Q: 3 clusters Score -185100.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -185105.953125 Penalty: 567.421631 Iteration 14Q: 3 clusters Score -185106 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -185108.328125 Penalty: 567.421631 Iteration 15Q: 3 clusters Score -185108.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -185111.187500 Penalty: 567.421631 Iteration 16Q: 3 clusters Score -185111.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -185113.968750 Penalty: 567.421631 Iteration 17Q: 3 clusters Score -185114 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -185115.296875 Penalty: 567.421631 Iteration 18Q: 3 clusters Score -185115.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -185115.875000 Penalty: 567.421631 Iteration 19Q: 3 clusters Score -185115.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -185117.640625 Penalty: 567.421631 Iteration 20F: 3 clusters Score -185117.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -185118.125000 Penalty: 567.421631 Iteration 21Q: 3 clusters Score -185118.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -185119.031250 Penalty: 567.421631 Iteration 22Q: 3 clusters Score -185119 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -185120.156250 Penalty: 567.421631 Iteration 23Q: 3 clusters Score -185120.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -185121.453125 Penalty: 567.421631 Iteration 24Q: 3 clusters Score -185121.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -185122.703125 Penalty: 567.421631 Iteration 25Q: 3 clusters Score -185122.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -185125.046875 Penalty: 567.421631 Iteration 26Q: 3 clusters Score -185125 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -185126.484375 Penalty: 567.421631 Iteration 27Q: 3 clusters Score -185126.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -185127.609375 Penalty: 567.421631 Iteration 28Q: 3 clusters Score -185127.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -185128.671875 Penalty: 567.421631 Iteration 29Q: 3 clusters Score -185128.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -185130.562500 Penalty: 567.421631 Iteration 30Q: 3 clusters Score -185130.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -185134.218750 Penalty: 567.421631 Iteration 31Q: 3 clusters Score -185134.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -185139.140625 Penalty: 567.421631 Iteration 32Q: 3 clusters Score -185139.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -185142.312500 Penalty: 567.421631 Iteration 33Q: 3 clusters Score -185142.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -185149.421875 Penalty: 567.421631 Iteration 34Q: 3 clusters Score -185149.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -185154.750000 Penalty: 567.421631 Iteration 35Q: 3 clusters Score -185154.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -185157.281250 Penalty: 567.421631 Iteration 36Q: 3 clusters Score -185157.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -185159.625000 Penalty: 567.421631 Iteration 37Q: 3 clusters Score -185159.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -185161.281250 Penalty: 567.421631 Iteration 38Q: 3 clusters Score -185161.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -185162.328125 Penalty: 567.421631 Iteration 39Q: 3 clusters Score -185162.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -185163.187500 Penalty: 567.421631 Iteration 40F: 3 clusters Score -185163.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -185163.468750 Penalty: 567.421631 Iteration 41Q: 3 clusters Score -185163.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -185164.750000 Penalty: 567.421631 Iteration 42Q: 3 clusters Score -185164.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -185165.531250 Penalty: 567.421631 Iteration 43Q: 3 clusters Score -185165.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -185166.015625 Penalty: 567.421631 Iteration 44Q: 3 clusters Score -185166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -185166.281250 Penalty: 567.421631 Iteration 45Q: 3 clusters Score -185166.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -185166.500000 Penalty: 567.421631 Iteration 46Q: 3 clusters Score -185166.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -185166.921875 Penalty: 567.421631 Iteration 47Q: 3 clusters Score -185166.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -185166.796875 Penalty: 567.421631 Iteration 48Q: 3 clusters Score -185166.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -185166.843750 Penalty: 567.421631 Iteration 49Q: 3 clusters Score -185166.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -185166.968750 Penalty: 567.421631 Iteration 50Q: 3 clusters Score -185167 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -185167.625000 Penalty: 567.421631 Iteration 51Q: 3 clusters Score -185167.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -185168.562500 Penalty: 567.421631 Iteration 52Q: 3 clusters Score -185168.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -185169.984375 Penalty: 567.421631 Iteration 53Q: 3 clusters Score -185170 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -185170.703125 Penalty: 567.421631 Iteration 54Q: 3 clusters Score -185170.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -185172.015625 Penalty: 567.421631 Iteration 55Q: 3 clusters Score -185172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -185173.484375 Penalty: 567.421631 Iteration 56Q: 3 clusters Score -185173.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -185175.046875 Penalty: 567.421631 Iteration 57Q: 3 clusters Score -185175 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -185177.796875 Penalty: 567.421631 Iteration 58Q: 3 clusters Score -185177.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -185179.687500 Penalty: 567.421631 Iteration 59Q: 3 clusters Score -185179.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -185181.015625 Penalty: 567.421631 Iteration 60F: 3 clusters Score -185181 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -185183.578125 Penalty: 567.421631 Iteration 61Q: 3 clusters Score -185183.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -185185.046875 Penalty: 567.421631 Iteration 62Q: 3 clusters Score -185185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -185186.171875 Penalty: 567.421631 Iteration 63Q: 3 clusters Score -185186.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -185186.671875 Penalty: 567.421631 Iteration 64Q: 3 clusters Score -185186.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -185187.078125 Penalty: 567.421631 Iteration 65Q: 3 clusters Score -185187.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -185187.500000 Penalty: 567.421631 Iteration 66Q: 3 clusters Score -185187.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -185187.765625 Penalty: 567.421631 Iteration 67Q: 3 clusters Score -185187.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -185187.468750 Penalty: 567.421631 Iteration 68Q: 3 clusters Score -185187.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -185187.640625 Penalty: 567.421631 Iteration 69Q: 3 clusters Score -185187.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -185187.796875 Penalty: 567.421631 Iteration 70Q: 3 clusters Score -185187.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -185188.187500 Penalty: 567.421631 Iteration 71Q: 3 clusters Score -185188.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -185187.562500 Penalty: 567.421631 Iteration 72Q: 3 clusters Score -185187.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -185188.187500 Penalty: 567.421631 Iteration 73Q: 3 clusters Score -185188.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -185188.187500 Penalty: 567.421631 Iteration 74F: 3 clusters Score -185188.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 23624 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Entering Unmasked Estep Score: -8924307.000000 Penalty: 17148.970703 Splitting cluster 18 changes total score from -8915543.000000 to -8924307.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 19 (23624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23624 members Entering Unmasked Estep Score: -745696.750000 Penalty: 332.310608 Iteration 0F: 2 clusters Score -745696.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -729930.562500 Penalty: 664.621216 Iteration 0F: 3 clusters Score -729930.6 nChanged 11359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -736283.812500 Penalty: 664.621216 Iteration 1F: 3 clusters Score -736283.8 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13782 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -736773.437500 Penalty: 664.621216 Iteration 2F: 3 clusters Score -736773.4 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14987 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -737491.687500 Penalty: 664.621216 Iteration 3F: 3 clusters Score -737491.7 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -738578.750000 Penalty: 664.621216 Iteration 4F: 3 clusters Score -738578.8 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18379 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -740113.000000 Penalty: 664.621216 Iteration 5F: 3 clusters Score -740113 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -742025.812500 Penalty: 664.621216 Iteration 6F: 3 clusters Score -742025.8 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -743806.062500 Penalty: 664.621216 Iteration 7F: 3 clusters Score -743806.1 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22862 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -744829.437500 Penalty: 664.621216 Iteration 8Q: 3 clusters Score -744829.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23206 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -745224.437500 Penalty: 664.621216 Iteration 9Q: 3 clusters Score -745224.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23282 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -745352.812500 Penalty: 664.621216 Iteration 10Q: 3 clusters Score -745352.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23300 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -745468.937500 Penalty: 664.621216 Iteration 11Q: 3 clusters Score -745468.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -745632.000000 Penalty: 664.621216 Iteration 12Q: 3 clusters Score -745632 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -745791.500000 Penalty: 664.621216 Iteration 13Q: 3 clusters Score -745791.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23046 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -745951.562500 Penalty: 664.621216 Iteration 14Q: 3 clusters Score -745951.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -746109.750000 Penalty: 664.621216 Iteration 15Q: 3 clusters Score -746109.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22726 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -746224.625000 Penalty: 664.621216 Iteration 16Q: 3 clusters Score -746224.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22578 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -746342.312500 Penalty: 664.621216 Iteration 17Q: 3 clusters Score -746342.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -746481.937500 Penalty: 664.621216 Iteration 18Q: 3 clusters Score -746481.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -746632.687500 Penalty: 664.621216 Iteration 19Q: 3 clusters Score -746632.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -746875.937500 Penalty: 664.621216 Iteration 20F: 3 clusters Score -746875.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21674 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -747177.437500 Penalty: 664.621216 Iteration 21Q: 3 clusters Score -747177.4 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21274 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -747671.437500 Penalty: 664.621216 Iteration 22Q: 3 clusters Score -747671.4 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20768 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -748320.312500 Penalty: 664.621216 Iteration 23Q: 3 clusters Score -748320.3 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20230 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -748886.312500 Penalty: 664.621216 Iteration 24Q: 3 clusters Score -748886.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -749123.062500 Penalty: 664.621216 Iteration 25Q: 3 clusters Score -749123.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -749156.500000 Penalty: 664.621216 Iteration 26Q: 3 clusters Score -749156.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19794 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -749159.562500 Penalty: 664.621216 Iteration 27Q: 3 clusters Score -749159.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -749161.437500 Penalty: 664.621216 Iteration 28Q: 3 clusters Score -749161.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19790 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -749161.937500 Penalty: 664.621216 Iteration 29Q: 3 clusters Score -749161.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -749162.625000 Penalty: 664.621216 Iteration 30Q: 3 clusters Score -749162.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -749361.187500 Penalty: 664.621216 Iteration 31F: 3 clusters Score -749361.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -749397.500000 Penalty: 664.621216 Iteration 32Q: 3 clusters Score -749397.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -749398.437500 Penalty: 664.621216 Iteration 33Q: 3 clusters Score -749398.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19675 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -749400.000000 Penalty: 664.621216 Iteration 34Q: 3 clusters Score -749400 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19675 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -749400.000000 Penalty: 664.621216 Iteration 35F: 3 clusters Score -749400 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 580 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Entering Unmasked Estep Score: -8927914.000000 Penalty: 17567.238281 Splitting cluster 19 changes total score from -8915543.000000 to -8927914.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 20 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -7897.195801 Penalty: 209.979919 Iteration 0F: 2 clusters Score -7897.196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -7415.964355 Penalty: 419.959839 Iteration 0F: 3 clusters Score -7415.964 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -7910.125488 Penalty: 419.959839 Iteration 1F: 3 clusters Score -7910.125 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -8096.211426 Penalty: 419.959839 Iteration 2F: 3 clusters Score -8096.211 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -8166.532715 Penalty: 419.959839 Iteration 3F: 3 clusters Score -8166.533 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -8217.186523 Penalty: 419.959839 Iteration 4F: 3 clusters Score -8217.187 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -8264.844727 Penalty: 419.959839 Iteration 5Q: 3 clusters Score -8264.845 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -8331.203125 Penalty: 419.959839 Iteration 6Q: 3 clusters Score -8331.203 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -8343.328125 Penalty: 419.959839 Iteration 7Q: 3 clusters Score -8343.328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -8347.343750 Penalty: 419.959839 Iteration 8Q: 3 clusters Score -8347.344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -8348.775391 Penalty: 419.959839 Iteration 9Q: 3 clusters Score -8348.775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -8349.196289 Penalty: 419.959839 Iteration 10Q: 3 clusters Score -8349.196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -8349.536133 Penalty: 419.959839 Iteration 11Q: 3 clusters Score -8349.536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -8349.536133 Penalty: 419.959839 Iteration 12F: 3 clusters Score -8349.536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1929 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Entering Unmasked Estep Score: -8928162.000000 Penalty: 17985.505859 Splitting cluster 20 changes total score from -8915543.000000 to -8928162.000000 So it's getting split into cluster 43. Entering ConstructFrom: Trying to split cluster 21 (3716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Entering Unmasked Estep Score: -127402.734375 Penalty: 271.273285 Iteration 0F: 2 clusters Score -127402.7 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 1877 members Entering Unmasked Estep Score: -124915.070312 Penalty: 542.546570 Iteration 0F: 3 clusters Score -124915.1 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -126044.078125 Penalty: 542.546570 Iteration 1F: 3 clusters Score -126044.1 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -126269.164062 Penalty: 542.546570 Iteration 2F: 3 clusters Score -126269.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -126455.390625 Penalty: 542.546570 Iteration 3F: 3 clusters Score -126455.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -126599.937500 Penalty: 542.546570 Iteration 4F: 3 clusters Score -126599.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -126729.281250 Penalty: 542.546570 Iteration 5Q: 3 clusters Score -126729.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -126831.718750 Penalty: 542.546570 Iteration 6Q: 3 clusters Score -126831.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -126906.742188 Penalty: 542.546570 Iteration 7Q: 3 clusters Score -126906.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -126969.320312 Penalty: 542.546570 Iteration 8Q: 3 clusters Score -126969.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -127003.398438 Penalty: 542.546570 Iteration 9Q: 3 clusters Score -127003.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -127027.968750 Penalty: 542.546570 Iteration 10Q: 3 clusters Score -127028 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -127047.187500 Penalty: 542.546570 Iteration 11Q: 3 clusters Score -127047.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -127059.953125 Penalty: 542.546570 Iteration 12Q: 3 clusters Score -127060 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -127074.898438 Penalty: 542.546570 Iteration 13Q: 3 clusters Score -127074.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -127087.757812 Penalty: 542.546570 Iteration 14Q: 3 clusters Score -127087.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -127097.789062 Penalty: 542.546570 Iteration 15Q: 3 clusters Score -127097.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -127110.890625 Penalty: 542.546570 Iteration 16Q: 3 clusters Score -127110.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -127122.421875 Penalty: 542.546570 Iteration 17Q: 3 clusters Score -127122.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -127131.000000 Penalty: 542.546570 Iteration 18Q: 3 clusters Score -127131 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -127136.773438 Penalty: 542.546570 Iteration 19Q: 3 clusters Score -127136.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -127138.945312 Penalty: 542.546570 Iteration 20F: 3 clusters Score -127138.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -127140.437500 Penalty: 542.546570 Iteration 21Q: 3 clusters Score -127140.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -127141.515625 Penalty: 542.546570 Iteration 22Q: 3 clusters Score -127141.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -127142.695312 Penalty: 542.546570 Iteration 23Q: 3 clusters Score -127142.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -127142.703125 Penalty: 542.546570 Iteration 24Q: 3 clusters Score -127142.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -127142.820312 Penalty: 542.546570 Iteration 25Q: 3 clusters Score -127142.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -127142.976562 Penalty: 542.546570 Iteration 26Q: 3 clusters Score -127143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -127142.976562 Penalty: 542.546570 Iteration 27F: 3 clusters Score -127143 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Entering Unmasked Estep Score: -71428.742188 Penalty: 253.719040 Iteration 0F: 2 clusters Score -71428.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -69907.468750 Penalty: 507.438080 Iteration 0F: 3 clusters Score -69907.47 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -70475.078125 Penalty: 507.438080 Iteration 1F: 3 clusters Score -70475.08 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -70595.195312 Penalty: 507.438080 Iteration 2F: 3 clusters Score -70595.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -70702.835938 Penalty: 507.438080 Iteration 3F: 3 clusters Score -70702.84 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -70777.226562 Penalty: 507.438080 Iteration 4F: 3 clusters Score -70777.23 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -70839.632812 Penalty: 507.438080 Iteration 5F: 3 clusters Score -70839.63 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -70878.648438 Penalty: 507.438080 Iteration 6Q: 3 clusters Score -70878.65 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -70913.492188 Penalty: 507.438080 Iteration 7Q: 3 clusters Score -70913.49 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -70953.093750 Penalty: 507.438080 Iteration 8Q: 3 clusters Score -70953.09 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -70975.710938 Penalty: 507.438080 Iteration 9Q: 3 clusters Score -70975.71 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -70989.335938 Penalty: 507.438080 Iteration 10Q: 3 clusters Score -70989.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -70996.203125 Penalty: 507.438080 Iteration 11Q: 3 clusters Score -70996.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -70999.671875 Penalty: 507.438080 Iteration 12Q: 3 clusters Score -70999.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -71002.195312 Penalty: 507.438080 Iteration 13Q: 3 clusters Score -71002.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -71005.695312 Penalty: 507.438080 Iteration 14Q: 3 clusters Score -71005.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -71009.750000 Penalty: 507.438080 Iteration 15Q: 3 clusters Score -71009.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -71012.195312 Penalty: 507.438080 Iteration 16Q: 3 clusters Score -71012.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -71015.101562 Penalty: 507.438080 Iteration 17Q: 3 clusters Score -71015.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -71017.093750 Penalty: 507.438080 Iteration 18Q: 3 clusters Score -71017.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -71019.718750 Penalty: 507.438080 Iteration 19Q: 3 clusters Score -71019.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -71020.656250 Penalty: 507.438080 Iteration 20F: 3 clusters Score -71020.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -71021.039062 Penalty: 507.438080 Iteration 21Q: 3 clusters Score -71021.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -71021.515625 Penalty: 507.438080 Iteration 22Q: 3 clusters Score -71021.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -71021.851562 Penalty: 507.438080 Iteration 23Q: 3 clusters Score -71021.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -71021.992188 Penalty: 507.438080 Iteration 24Q: 3 clusters Score -71021.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -71022.492188 Penalty: 507.438080 Iteration 25Q: 3 clusters Score -71022.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -71022.554688 Penalty: 507.438080 Iteration 26Q: 3 clusters Score -71022.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -71022.859375 Penalty: 507.438080 Iteration 27Q: 3 clusters Score -71022.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -71022.859375 Penalty: 507.438080 Iteration 28F: 3 clusters Score -71022.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Entering Unmasked Estep Score: -50462.871094 Penalty: 249.636978 Iteration 0F: 2 clusters Score -50462.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -49125.617188 Penalty: 499.273956 Iteration 0F: 3 clusters Score -49125.62 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -49721.562500 Penalty: 499.273956 Iteration 1F: 3 clusters Score -49721.56 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -49942.171875 Penalty: 499.273956 Iteration 2F: 3 clusters Score -49942.17 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -50333.402344 Penalty: 499.273956 Iteration 3F: 3 clusters Score -50333.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -50910.953125 Penalty: 499.273956 Iteration 4F: 3 clusters Score -50910.95 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -51287.597656 Penalty: 499.273956 Iteration 5F: 3 clusters Score -51287.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51359.507812 Penalty: 499.273956 Iteration 6Q: 3 clusters Score -51359.51 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -51380.714844 Penalty: 499.273956 Iteration 7Q: 3 clusters Score -51380.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51385.656250 Penalty: 499.273956 Iteration 8Q: 3 clusters Score -51385.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51387.414062 Penalty: 499.273956 Iteration 9Q: 3 clusters Score -51387.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51388.257812 Penalty: 499.273956 Iteration 10Q: 3 clusters Score -51388.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51388.496094 Penalty: 499.273956 Iteration 11Q: 3 clusters Score -51388.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -51388.496094 Penalty: 499.273956 Iteration 12F: 3 clusters Score -51388.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 31409 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Mstep: Class 44 contains 911 members Entering Unmasked Estep Score: -8928919.000000 Penalty: 18403.773438 Splitting cluster 23 changes total score from -8915543.000000 to -8928919.000000 So it's getting split into cluster 44. Entering ConstructFrom: Trying to split cluster 24 (9821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Entering Unmasked Estep Score: -302717.593750 Penalty: 303.345184 Iteration 0F: 2 clusters Score -302717.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -296198.000000 Penalty: 606.690369 Iteration 0F: 3 clusters Score -296198 nChanged 4605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -299007.750000 Penalty: 606.690369 Iteration 1F: 3 clusters Score -299007.8 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -299474.406250 Penalty: 606.690369 Iteration 2F: 3 clusters Score -299474.4 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -300026.312500 Penalty: 606.690369 Iteration 3F: 3 clusters Score -300026.3 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -300638.687500 Penalty: 606.690369 Iteration 4F: 3 clusters Score -300638.7 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -301272.437500 Penalty: 606.690369 Iteration 5F: 3 clusters Score -301272.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -301733.156250 Penalty: 606.690369 Iteration 6Q: 3 clusters Score -301733.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -301947.000000 Penalty: 606.690369 Iteration 7Q: 3 clusters Score -301947 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -302070.062500 Penalty: 606.690369 Iteration 8Q: 3 clusters Score -302070.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -302128.781250 Penalty: 606.690369 Iteration 9Q: 3 clusters Score -302128.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -302168.187500 Penalty: 606.690369 Iteration 10Q: 3 clusters Score -302168.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -302206.437500 Penalty: 606.690369 Iteration 11Q: 3 clusters Score -302206.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -302234.781250 Penalty: 606.690369 Iteration 12Q: 3 clusters Score -302234.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -302270.437500 Penalty: 606.690369 Iteration 13Q: 3 clusters Score -302270.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -302296.500000 Penalty: 606.690369 Iteration 14Q: 3 clusters Score -302296.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -302316.156250 Penalty: 606.690369 Iteration 15Q: 3 clusters Score -302316.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -302335.406250 Penalty: 606.690369 Iteration 16Q: 3 clusters Score -302335.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -302351.875000 Penalty: 606.690369 Iteration 17Q: 3 clusters Score -302351.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -302364.937500 Penalty: 606.690369 Iteration 18Q: 3 clusters Score -302364.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -302376.906250 Penalty: 606.690369 Iteration 19Q: 3 clusters Score -302376.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -302385.968750 Penalty: 606.690369 Iteration 20F: 3 clusters Score -302386 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -302394.843750 Penalty: 606.690369 Iteration 21Q: 3 clusters Score -302394.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -302404.125000 Penalty: 606.690369 Iteration 22Q: 3 clusters Score -302404.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -302413.000000 Penalty: 606.690369 Iteration 23Q: 3 clusters Score -302413 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -302420.687500 Penalty: 606.690369 Iteration 24Q: 3 clusters Score -302420.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -302425.156250 Penalty: 606.690369 Iteration 25Q: 3 clusters Score -302425.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -302430.062500 Penalty: 606.690369 Iteration 26Q: 3 clusters Score -302430.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -302435.062500 Penalty: 606.690369 Iteration 27Q: 3 clusters Score -302435.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -302439.250000 Penalty: 606.690369 Iteration 28Q: 3 clusters Score -302439.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -302441.375000 Penalty: 606.690369 Iteration 29Q: 3 clusters Score -302441.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -302442.343750 Penalty: 606.690369 Iteration 30Q: 3 clusters Score -302442.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -302443.093750 Penalty: 606.690369 Iteration 31Q: 3 clusters Score -302443.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -302443.781250 Penalty: 606.690369 Iteration 32Q: 3 clusters Score -302443.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -302445.968750 Penalty: 606.690369 Iteration 33Q: 3 clusters Score -302446 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -302448.062500 Penalty: 606.690369 Iteration 34Q: 3 clusters Score -302448.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -302451.875000 Penalty: 606.690369 Iteration 35Q: 3 clusters Score -302451.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -302456.625000 Penalty: 606.690369 Iteration 36Q: 3 clusters Score -302456.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -302460.312500 Penalty: 606.690369 Iteration 37Q: 3 clusters Score -302460.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -302462.625000 Penalty: 606.690369 Iteration 38Q: 3 clusters Score -302462.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -302465.718750 Penalty: 606.690369 Iteration 39Q: 3 clusters Score -302465.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -302467.500000 Penalty: 606.690369 Iteration 40F: 3 clusters Score -302467.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -302468.718750 Penalty: 606.690369 Iteration 41Q: 3 clusters Score -302468.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -302469.000000 Penalty: 606.690369 Iteration 42Q: 3 clusters Score -302469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -302469.500000 Penalty: 606.690369 Iteration 43Q: 3 clusters Score -302469.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -302471.750000 Penalty: 606.690369 Iteration 44Q: 3 clusters Score -302471.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -302476.687500 Penalty: 606.690369 Iteration 45Q: 3 clusters Score -302476.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -302476.781250 Penalty: 606.690369 Iteration 46Q: 3 clusters Score -302476.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -302479.156250 Penalty: 606.690369 Iteration 47Q: 3 clusters Score -302479.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -302480.218750 Penalty: 606.690369 Iteration 48Q: 3 clusters Score -302480.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -302480.843750 Penalty: 606.690369 Iteration 49Q: 3 clusters Score -302480.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -302480.937500 Penalty: 606.690369 Iteration 50Q: 3 clusters Score -302480.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -302481.125000 Penalty: 606.690369 Iteration 51Q: 3 clusters Score -302481.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -302482.000000 Penalty: 606.690369 Iteration 52Q: 3 clusters Score -302482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -302482.000000 Penalty: 606.690369 Iteration 53F: 3 clusters Score -302482 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Entering Unmasked Estep Score: -192145.671875 Penalty: 291.451294 Iteration 0F: 2 clusters Score -192145.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -187623.187500 Penalty: 582.902588 Iteration 0F: 3 clusters Score -187623.2 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -190249.828125 Penalty: 582.902588 Iteration 1F: 3 clusters Score -190249.8 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -191071.734375 Penalty: 582.902588 Iteration 2F: 3 clusters Score -191071.7 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -191654.109375 Penalty: 582.902588 Iteration 3F: 3 clusters Score -191654.1 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -191895.156250 Penalty: 582.902588 Iteration 4F: 3 clusters Score -191895.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -191963.609375 Penalty: 582.902588 Iteration 5Q: 3 clusters Score -191963.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -192001.046875 Penalty: 582.902588 Iteration 6Q: 3 clusters Score -192001 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -192022.031250 Penalty: 582.902588 Iteration 7Q: 3 clusters Score -192022 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -192033.765625 Penalty: 582.902588 Iteration 8Q: 3 clusters Score -192033.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -192045.781250 Penalty: 582.902588 Iteration 9Q: 3 clusters Score -192045.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -192055.281250 Penalty: 582.902588 Iteration 10Q: 3 clusters Score -192055.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -192058.515625 Penalty: 582.902588 Iteration 11Q: 3 clusters Score -192058.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -192061.093750 Penalty: 582.902588 Iteration 12Q: 3 clusters Score -192061.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -192063.171875 Penalty: 582.902588 Iteration 13Q: 3 clusters Score -192063.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -192064.296875 Penalty: 582.902588 Iteration 14Q: 3 clusters Score -192064.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -192065.078125 Penalty: 582.902588 Iteration 15Q: 3 clusters Score -192065.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -192066.265625 Penalty: 582.902588 Iteration 16Q: 3 clusters Score -192066.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -192068.703125 Penalty: 582.902588 Iteration 17Q: 3 clusters Score -192068.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -192069.812500 Penalty: 582.902588 Iteration 18Q: 3 clusters Score -192069.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -192070.484375 Penalty: 582.902588 Iteration 19Q: 3 clusters Score -192070.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -192071.250000 Penalty: 582.902588 Iteration 20F: 3 clusters Score -192071.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -192072.984375 Penalty: 582.902588 Iteration 21Q: 3 clusters Score -192073 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -192074.390625 Penalty: 582.902588 Iteration 22Q: 3 clusters Score -192074.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -192074.796875 Penalty: 582.902588 Iteration 23Q: 3 clusters Score -192074.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -192075.828125 Penalty: 582.902588 Iteration 24Q: 3 clusters Score -192075.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -192076.343750 Penalty: 582.902588 Iteration 25Q: 3 clusters Score -192076.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -192076.343750 Penalty: 582.902588 Iteration 26Q: 3 clusters Score -192076.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -192077.765625 Penalty: 582.902588 Iteration 27Q: 3 clusters Score -192077.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -192079.546875 Penalty: 582.902588 Iteration 28Q: 3 clusters Score -192079.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -192079.296875 Penalty: 582.902588 Iteration 29Q: 3 clusters Score -192079.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -192080.015625 Penalty: 582.902588 Iteration 30Q: 3 clusters Score -192080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -192080.281250 Penalty: 582.902588 Iteration 31Q: 3 clusters Score -192080.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -192081.078125 Penalty: 582.902588 Iteration 32Q: 3 clusters Score -192081.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -192084.578125 Penalty: 582.902588 Iteration 33Q: 3 clusters Score -192084.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -192091.640625 Penalty: 582.902588 Iteration 34Q: 3 clusters Score -192091.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -192094.468750 Penalty: 582.902588 Iteration 35Q: 3 clusters Score -192094.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -192096.671875 Penalty: 582.902588 Iteration 36Q: 3 clusters Score -192096.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -192098.625000 Penalty: 582.902588 Iteration 37Q: 3 clusters Score -192098.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -192100.703125 Penalty: 582.902588 Iteration 38Q: 3 clusters Score -192100.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -192101.109375 Penalty: 582.902588 Iteration 39Q: 3 clusters Score -192101.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -192102.125000 Penalty: 582.902588 Iteration 40F: 3 clusters Score -192102.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -192102.343750 Penalty: 582.902588 Iteration 41Q: 3 clusters Score -192102.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -192102.906250 Penalty: 582.902588 Iteration 42Q: 3 clusters Score -192102.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -192103.546875 Penalty: 582.902588 Iteration 43Q: 3 clusters Score -192103.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -192104.328125 Penalty: 582.902588 Iteration 44Q: 3 clusters Score -192104.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -192104.500000 Penalty: 582.902588 Iteration 45Q: 3 clusters Score -192104.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -192104.500000 Penalty: 582.902588 Iteration 46F: 3 clusters Score -192104.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Entering Unmasked Estep Score: -299546.843750 Penalty: 300.857971 Iteration 0F: 2 clusters Score -299546.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -293504.875000 Penalty: 601.715942 Iteration 0F: 3 clusters Score -293504.9 nChanged 4277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -296191.406250 Penalty: 601.715942 Iteration 1F: 3 clusters Score -296191.4 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -296418.375000 Penalty: 601.715942 Iteration 2F: 3 clusters Score -296418.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -296611.750000 Penalty: 601.715942 Iteration 3F: 3 clusters Score -296611.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -296802.468750 Penalty: 601.715942 Iteration 4Q: 3 clusters Score -296802.5 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -296978.156250 Penalty: 601.715942 Iteration 5Q: 3 clusters Score -296978.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -297128.875000 Penalty: 601.715942 Iteration 6Q: 3 clusters Score -297128.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -297293.281250 Penalty: 601.715942 Iteration 7Q: 3 clusters Score -297293.3 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -297484.593750 Penalty: 601.715942 Iteration 8Q: 3 clusters Score -297484.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -297651.750000 Penalty: 601.715942 Iteration 9Q: 3 clusters Score -297651.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -297832.468750 Penalty: 601.715942 Iteration 10Q: 3 clusters Score -297832.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -297997.343750 Penalty: 601.715942 Iteration 11Q: 3 clusters Score -297997.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -298106.687500 Penalty: 601.715942 Iteration 12Q: 3 clusters Score -298106.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -298188.093750 Penalty: 601.715942 Iteration 13Q: 3 clusters Score -298188.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -298253.125000 Penalty: 601.715942 Iteration 14Q: 3 clusters Score -298253.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -298302.062500 Penalty: 601.715942 Iteration 15Q: 3 clusters Score -298302.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -298348.031250 Penalty: 601.715942 Iteration 16Q: 3 clusters Score -298348 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -298391.312500 Penalty: 601.715942 Iteration 17Q: 3 clusters Score -298391.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -298433.218750 Penalty: 601.715942 Iteration 18Q: 3 clusters Score -298433.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -298473.500000 Penalty: 601.715942 Iteration 19Q: 3 clusters Score -298473.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -298528.718750 Penalty: 601.715942 Iteration 20F: 3 clusters Score -298528.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -298588.625000 Penalty: 601.715942 Iteration 21Q: 3 clusters Score -298588.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -298649.968750 Penalty: 601.715942 Iteration 22Q: 3 clusters Score -298650 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -298716.593750 Penalty: 601.715942 Iteration 23Q: 3 clusters Score -298716.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -298786.031250 Penalty: 601.715942 Iteration 24Q: 3 clusters Score -298786 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -298843.812500 Penalty: 601.715942 Iteration 25Q: 3 clusters Score -298843.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -298897.031250 Penalty: 601.715942 Iteration 26Q: 3 clusters Score -298897 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -298943.343750 Penalty: 601.715942 Iteration 27Q: 3 clusters Score -298943.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -298987.250000 Penalty: 601.715942 Iteration 28Q: 3 clusters Score -298987.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -299024.218750 Penalty: 601.715942 Iteration 29Q: 3 clusters Score -299024.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -299060.531250 Penalty: 601.715942 Iteration 30Q: 3 clusters Score -299060.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -299100.625000 Penalty: 601.715942 Iteration 31Q: 3 clusters Score -299100.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -299130.593750 Penalty: 601.715942 Iteration 32Q: 3 clusters Score -299130.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -299153.906250 Penalty: 601.715942 Iteration 33Q: 3 clusters Score -299153.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -299180.531250 Penalty: 601.715942 Iteration 34Q: 3 clusters Score -299180.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -299206.875000 Penalty: 601.715942 Iteration 35Q: 3 clusters Score -299206.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -299226.125000 Penalty: 601.715942 Iteration 36Q: 3 clusters Score -299226.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -299240.562500 Penalty: 601.715942 Iteration 37Q: 3 clusters Score -299240.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -299248.937500 Penalty: 601.715942 Iteration 38Q: 3 clusters Score -299248.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -299255.593750 Penalty: 601.715942 Iteration 39Q: 3 clusters Score -299255.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -299259.250000 Penalty: 601.715942 Iteration 40F: 3 clusters Score -299259.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -299260.156250 Penalty: 601.715942 Iteration 41Q: 3 clusters Score -299260.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -299263.375000 Penalty: 601.715942 Iteration 42Q: 3 clusters Score -299263.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -299264.625000 Penalty: 601.715942 Iteration 43Q: 3 clusters Score -299264.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -299265.843750 Penalty: 601.715942 Iteration 44Q: 3 clusters Score -299265.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -299266.937500 Penalty: 601.715942 Iteration 45Q: 3 clusters Score -299266.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -299268.468750 Penalty: 601.715942 Iteration 46Q: 3 clusters Score -299268.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -299269.562500 Penalty: 601.715942 Iteration 47Q: 3 clusters Score -299269.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -299271.875000 Penalty: 601.715942 Iteration 48Q: 3 clusters Score -299271.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -299272.468750 Penalty: 601.715942 Iteration 49Q: 3 clusters Score -299272.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -299273.156250 Penalty: 601.715942 Iteration 50Q: 3 clusters Score -299273.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -299274.468750 Penalty: 601.715942 Iteration 51Q: 3 clusters Score -299274.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -299274.562500 Penalty: 601.715942 Iteration 52Q: 3 clusters Score -299274.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -299274.625000 Penalty: 601.715942 Iteration 53Q: 3 clusters Score -299274.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -299274.625000 Penalty: 601.715942 Iteration 54F: 3 clusters Score -299274.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Entering Unmasked Estep Score: -12724.454102 Penalty: 203.040192 Iteration 0F: 2 clusters Score -12724.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12300.556641 Penalty: 406.080383 Iteration 0F: 3 clusters Score -12300.56 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -12432.965820 Penalty: 406.080383 Iteration 1F: 3 clusters Score -12432.97 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -12480.303711 Penalty: 406.080383 Iteration 2F: 3 clusters Score -12480.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -12508.781250 Penalty: 406.080383 Iteration 3F: 3 clusters Score -12508.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12525.350586 Penalty: 406.080383 Iteration 4Q: 3 clusters Score -12525.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -12534.236328 Penalty: 406.080383 Iteration 5Q: 3 clusters Score -12534.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12538.708008 Penalty: 406.080383 Iteration 6Q: 3 clusters Score -12538.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12541.312500 Penalty: 406.080383 Iteration 7Q: 3 clusters Score -12541.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12546.005859 Penalty: 406.080383 Iteration 8Q: 3 clusters Score -12546.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12549.082031 Penalty: 406.080383 Iteration 9Q: 3 clusters Score -12549.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12550.764648 Penalty: 406.080383 Iteration 10Q: 3 clusters Score -12550.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12551.201172 Penalty: 406.080383 Iteration 11Q: 3 clusters Score -12551.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12551.658203 Penalty: 406.080383 Iteration 12Q: 3 clusters Score -12551.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12551.658203 Penalty: 406.080383 Iteration 13F: 3 clusters Score -12551.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (31409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31409 members Entering Unmasked Estep Score: -996038.250000 Penalty: 341.710052 Iteration 0F: 2 clusters Score -996038.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -975072.937500 Penalty: 683.420105 Iteration 0F: 3 clusters Score -975072.9 nChanged 15059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14392 members Mstep: Class 2 contains 17017 members Entering Unmasked Estep Score: -985657.500000 Penalty: 683.420105 Iteration 1F: 3 clusters Score -985657.5 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -987931.875000 Penalty: 683.420105 Iteration 2F: 3 clusters Score -987931.9 nChanged 2796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 18729 members Entering Unmasked Estep Score: -990392.250000 Penalty: 683.420105 Iteration 3F: 3 clusters Score -990392.2 nChanged 2561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 19756 members Entering Unmasked Estep Score: -992309.437500 Penalty: 683.420105 Iteration 4F: 3 clusters Score -992309.4 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -993605.625000 Penalty: 683.420105 Iteration 5F: 3 clusters Score -993605.6 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 21602 members Entering Unmasked Estep Score: -994427.500000 Penalty: 683.420105 Iteration 6Q: 3 clusters Score -994427.5 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 22341 members Entering Unmasked Estep Score: -995049.875000 Penalty: 683.420105 Iteration 7Q: 3 clusters Score -995049.9 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -995666.687500 Penalty: 683.420105 Iteration 8Q: 3 clusters Score -995666.7 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -996326.437500 Penalty: 683.420105 Iteration 9Q: 3 clusters Score -996326.4 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 24271 members Entering Unmasked Estep Score: -996773.812500 Penalty: 683.420105 Iteration 10Q: 3 clusters Score -996773.8 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -997029.875000 Penalty: 683.420105 Iteration 11Q: 3 clusters Score -997029.9 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 25106 members Entering Unmasked Estep Score: -997176.562500 Penalty: 683.420105 Iteration 12Q: 3 clusters Score -997176.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 25416 members Entering Unmasked Estep Score: -997267.125000 Penalty: 683.420105 Iteration 13Q: 3 clusters Score -997267.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 25666 members Entering Unmasked Estep Score: -997325.062500 Penalty: 683.420105 Iteration 14Q: 3 clusters Score -997325.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 25873 members Entering Unmasked Estep Score: -997368.250000 Penalty: 683.420105 Iteration 15Q: 3 clusters Score -997368.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 26044 members Entering Unmasked Estep Score: -997394.750000 Penalty: 683.420105 Iteration 16Q: 3 clusters Score -997394.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 26201 members Entering Unmasked Estep Score: -997414.750000 Penalty: 683.420105 Iteration 17Q: 3 clusters Score -997414.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 26337 members Entering Unmasked Estep Score: -997435.937500 Penalty: 683.420105 Iteration 18Q: 3 clusters Score -997435.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 26462 members Entering Unmasked Estep Score: -997449.687500 Penalty: 683.420105 Iteration 19Q: 3 clusters Score -997449.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 26592 members Entering Unmasked Estep Score: -997471.437500 Penalty: 683.420105 Iteration 20F: 3 clusters Score -997471.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 26699 members Entering Unmasked Estep Score: -997481.937500 Penalty: 683.420105 Iteration 21Q: 3 clusters Score -997481.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 26791 members Entering Unmasked Estep Score: -997493.125000 Penalty: 683.420105 Iteration 22Q: 3 clusters Score -997493.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 26884 members Entering Unmasked Estep Score: -997501.312500 Penalty: 683.420105 Iteration 23Q: 3 clusters Score -997501.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -997508.875000 Penalty: 683.420105 Iteration 24Q: 3 clusters Score -997508.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 27013 members Entering Unmasked Estep Score: -997513.125000 Penalty: 683.420105 Iteration 25Q: 3 clusters Score -997513.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 27071 members Entering Unmasked Estep Score: -997519.062500 Penalty: 683.420105 Iteration 26Q: 3 clusters Score -997519.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 27121 members Entering Unmasked Estep Score: -997521.937500 Penalty: 683.420105 Iteration 27Q: 3 clusters Score -997521.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 27169 members Entering Unmasked Estep Score: -997525.312500 Penalty: 683.420105 Iteration 28Q: 3 clusters Score -997525.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 27201 members Entering Unmasked Estep Score: -997530.437500 Penalty: 683.420105 Iteration 29Q: 3 clusters Score -997530.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 27225 members Entering Unmasked Estep Score: -997528.875000 Penalty: 683.420105 Iteration 30Q: 3 clusters Score -997528.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -997528.937500 Penalty: 683.420105 Iteration 31Q: 3 clusters Score -997528.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 27256 members Entering Unmasked Estep Score: -997530.875000 Penalty: 683.420105 Iteration 32Q: 3 clusters Score -997530.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 27264 members Entering Unmasked Estep Score: -997531.187500 Penalty: 683.420105 Iteration 33Q: 3 clusters Score -997531.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 27270 members Entering Unmasked Estep Score: -997531.000000 Penalty: 683.420105 Iteration 34Q: 3 clusters Score -997531 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 27280 members Entering Unmasked Estep Score: -997532.062500 Penalty: 683.420105 Iteration 35Q: 3 clusters Score -997532.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 27291 members Entering Unmasked Estep Score: -997532.875000 Penalty: 683.420105 Iteration 36Q: 3 clusters Score -997532.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 27303 members Entering Unmasked Estep Score: -997533.250000 Penalty: 683.420105 Iteration 37Q: 3 clusters Score -997533.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 27308 members Entering Unmasked Estep Score: -997532.812500 Penalty: 683.420105 Iteration 38Q: 3 clusters Score -997532.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -997531.562500 Penalty: 683.420105 Iteration 39Q: 3 clusters Score -997531.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 27314 members Entering Unmasked Estep Score: -997532.750000 Penalty: 683.420105 Iteration 40F: 3 clusters Score -997532.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 27316 members Entering Unmasked Estep Score: -997533.750000 Penalty: 683.420105 Iteration 41Q: 3 clusters Score -997533.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -997533.250000 Penalty: 683.420105 Iteration 42Q: 3 clusters Score -997533.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 27321 members Entering Unmasked Estep Score: -997533.000000 Penalty: 683.420105 Iteration 43Q: 3 clusters Score -997533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 27321 members Entering Unmasked Estep Score: -997533.000000 Penalty: 683.420105 Iteration 44F: 3 clusters Score -997533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4088 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 5848 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Mstep: Class 44 contains 911 members Mstep: Class 45 contains 27321 members Entering Unmasked Estep Score: -8930298.000000 Penalty: 18822.041016 Splitting cluster 28 changes total score from -8915543.000000 to -8930298.000000 So it's getting split into cluster 45. Entering ConstructFrom: Trying to split cluster 29 (425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Entering Unmasked Estep Score: -11710.863281 Penalty: 199.718948 Iteration 0F: 2 clusters Score -11710.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11346.400391 Penalty: 399.437897 Iteration 0F: 3 clusters Score -11346.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11454.826172 Penalty: 399.437897 Iteration 1F: 3 clusters Score -11454.83 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11484.816406 Penalty: 399.437897 Iteration 2F: 3 clusters Score -11484.82 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11515.789062 Penalty: 399.437897 Iteration 3F: 3 clusters Score -11515.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11542.949219 Penalty: 399.437897 Iteration 4Q: 3 clusters Score -11542.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11561.754883 Penalty: 399.437897 Iteration 5Q: 3 clusters Score -11561.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -11575.694336 Penalty: 399.437897 Iteration 6Q: 3 clusters Score -11575.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -11581.370117 Penalty: 399.437897 Iteration 7Q: 3 clusters Score -11581.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11583.278320 Penalty: 399.437897 Iteration 8Q: 3 clusters Score -11583.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11585.221680 Penalty: 399.437897 Iteration 9Q: 3 clusters Score -11585.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11586.379883 Penalty: 399.437897 Iteration 10Q: 3 clusters Score -11586.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11586.629883 Penalty: 399.437897 Iteration 11Q: 3 clusters Score -11586.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11586.629883 Penalty: 399.437897 Iteration 12F: 3 clusters Score -11586.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (14134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Entering Unmasked Estep Score: -449308.625000 Penalty: 315.359161 Iteration 0F: 2 clusters Score -449308.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -439880.218750 Penalty: 630.718323 Iteration 0F: 3 clusters Score -439880.2 nChanged 6680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -443854.250000 Penalty: 630.718323 Iteration 1F: 3 clusters Score -443854.2 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -444273.218750 Penalty: 630.718323 Iteration 2F: 3 clusters Score -444273.2 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -444854.218750 Penalty: 630.718323 Iteration 3F: 3 clusters Score -444854.2 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -445558.625000 Penalty: 630.718323 Iteration 4F: 3 clusters Score -445558.6 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -446373.906250 Penalty: 630.718323 Iteration 5F: 3 clusters Score -446373.9 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -447130.156250 Penalty: 630.718323 Iteration 6F: 3 clusters Score -447130.2 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 12425 members Entering Unmasked Estep Score: -447784.343750 Penalty: 630.718323 Iteration 7F: 3 clusters Score -447784.3 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -448293.062500 Penalty: 630.718323 Iteration 8Q: 3 clusters Score -448293.1 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -448621.437500 Penalty: 630.718323 Iteration 9Q: 3 clusters Score -448621.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -448817.218750 Penalty: 630.718323 Iteration 10Q: 3 clusters Score -448817.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -448923.281250 Penalty: 630.718323 Iteration 11Q: 3 clusters Score -448923.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -448978.593750 Penalty: 630.718323 Iteration 12Q: 3 clusters Score -448978.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -449016.718750 Penalty: 630.718323 Iteration 13Q: 3 clusters Score -449016.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 14026 members Entering Unmasked Estep Score: -449039.281250 Penalty: 630.718323 Iteration 14Q: 3 clusters Score -449039.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 14038 members Entering Unmasked Estep Score: -449045.937500 Penalty: 630.718323 Iteration 15Q: 3 clusters Score -449045.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -449051.656250 Penalty: 630.718323 Iteration 16Q: 3 clusters Score -449051.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 14049 members Entering Unmasked Estep Score: -449055.125000 Penalty: 630.718323 Iteration 17Q: 3 clusters Score -449055.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -449057.093750 Penalty: 630.718323 Iteration 18Q: 3 clusters Score -449057.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -449058.250000 Penalty: 630.718323 Iteration 19Q: 3 clusters Score -449058.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 14052 members Entering Unmasked Estep Score: -449060.781250 Penalty: 630.718323 Iteration 20F: 3 clusters Score -449060.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 14053 members Entering Unmasked Estep Score: -449063.593750 Penalty: 630.718323 Iteration 21Q: 3 clusters Score -449063.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 14055 members Entering Unmasked Estep Score: -449066.937500 Penalty: 630.718323 Iteration 22Q: 3 clusters Score -449066.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -449067.500000 Penalty: 630.718323 Iteration 23Q: 3 clusters Score -449067.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -449068.906250 Penalty: 630.718323 Iteration 24Q: 3 clusters Score -449068.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -449068.906250 Penalty: 630.718323 Iteration 25F: 3 clusters Score -449068.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (5848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Entering Unmasked Estep Score: -158775.265625 Penalty: 286.237213 Iteration 0F: 2 clusters Score -158775.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -154934.906250 Penalty: 572.474426 Iteration 0F: 3 clusters Score -154934.9 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -156713.031250 Penalty: 572.474426 Iteration 1F: 3 clusters Score -156713 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -157235.984375 Penalty: 572.474426 Iteration 2F: 3 clusters Score -157236 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -157786.500000 Penalty: 572.474426 Iteration 3F: 3 clusters Score -157786.5 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -158411.421875 Penalty: 572.474426 Iteration 4F: 3 clusters Score -158411.4 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -159476.656250 Penalty: 572.474426 Iteration 5F: 3 clusters Score -159476.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -160883.578125 Penalty: 572.474426 Iteration 6F: 3 clusters Score -160883.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -161444.890625 Penalty: 572.474426 Iteration 7Q: 3 clusters Score -161444.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -161701.843750 Penalty: 572.474426 Iteration 8Q: 3 clusters Score -161701.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -161859.609375 Penalty: 572.474426 Iteration 9Q: 3 clusters Score -161859.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -162133.031250 Penalty: 572.474426 Iteration 10Q: 3 clusters Score -162133 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -162365.921875 Penalty: 572.474426 Iteration 11Q: 3 clusters Score -162365.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -162546.140625 Penalty: 572.474426 Iteration 12Q: 3 clusters Score -162546.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -162708.546875 Penalty: 572.474426 Iteration 13Q: 3 clusters Score -162708.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -162715.765625 Penalty: 572.474426 Iteration 14Q: 3 clusters Score -162715.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -162716.156250 Penalty: 572.474426 Iteration 15Q: 3 clusters Score -162716.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -162716.140625 Penalty: 572.474426 Iteration 16Q: 3 clusters Score -162716.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -162715.953125 Penalty: 572.474426 Iteration 17Q: 3 clusters Score -162716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -162715.953125 Penalty: 572.474426 Iteration 18F: 3 clusters Score -162716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4088 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 2523 members Mstep: Class 32 contains 6501 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Mstep: Class 44 contains 911 members Mstep: Class 45 contains 27321 members Mstep: Class 46 contains 3325 members Entering Unmasked Estep Score: -8934110.000000 Penalty: 19240.308594 Splitting cluster 31 changes total score from -8915543.000000 to -8934110.000000 So it's getting split into cluster 46. Entering ConstructFrom: Trying to split cluster 32 (6501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Entering Unmasked Estep Score: -216929.093750 Penalty: 289.730499 Iteration 0F: 2 clusters Score -216929.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -212672.953125 Penalty: 579.460999 Iteration 0F: 3 clusters Score -212673 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -214574.734375 Penalty: 579.460999 Iteration 1F: 3 clusters Score -214574.7 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -215000.953125 Penalty: 579.460999 Iteration 2F: 3 clusters Score -215001 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -215405.546875 Penalty: 579.460999 Iteration 3F: 3 clusters Score -215405.5 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -215695.421875 Penalty: 579.460999 Iteration 4F: 3 clusters Score -215695.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -215897.093750 Penalty: 579.460999 Iteration 5F: 3 clusters Score -215897.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -216013.437500 Penalty: 579.460999 Iteration 6Q: 3 clusters Score -216013.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -216099.515625 Penalty: 579.460999 Iteration 7Q: 3 clusters Score -216099.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -216191.781250 Penalty: 579.460999 Iteration 8Q: 3 clusters Score -216191.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -216316.734375 Penalty: 579.460999 Iteration 9Q: 3 clusters Score -216316.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -216467.796875 Penalty: 579.460999 Iteration 10Q: 3 clusters Score -216467.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -216600.015625 Penalty: 579.460999 Iteration 11Q: 3 clusters Score -216600 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -216712.546875 Penalty: 579.460999 Iteration 12Q: 3 clusters Score -216712.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -216795.203125 Penalty: 579.460999 Iteration 13Q: 3 clusters Score -216795.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -216838.875000 Penalty: 579.460999 Iteration 14Q: 3 clusters Score -216838.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -216865.984375 Penalty: 579.460999 Iteration 15Q: 3 clusters Score -216866 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -216880.203125 Penalty: 579.460999 Iteration 16Q: 3 clusters Score -216880.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -216887.953125 Penalty: 579.460999 Iteration 17Q: 3 clusters Score -216888 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -216894.937500 Penalty: 579.460999 Iteration 18Q: 3 clusters Score -216894.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -216902.234375 Penalty: 579.460999 Iteration 19Q: 3 clusters Score -216902.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -216906.625000 Penalty: 579.460999 Iteration 20F: 3 clusters Score -216906.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -216911.390625 Penalty: 579.460999 Iteration 21Q: 3 clusters Score -216911.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -216918.015625 Penalty: 579.460999 Iteration 22Q: 3 clusters Score -216918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -216927.234375 Penalty: 579.460999 Iteration 23Q: 3 clusters Score -216927.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -216943.921875 Penalty: 579.460999 Iteration 24Q: 3 clusters Score -216943.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -216971.984375 Penalty: 579.460999 Iteration 25Q: 3 clusters Score -216972 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -217006.750000 Penalty: 579.460999 Iteration 26Q: 3 clusters Score -217006.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -217065.687500 Penalty: 579.460999 Iteration 27Q: 3 clusters Score -217065.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -217135.343750 Penalty: 579.460999 Iteration 28Q: 3 clusters Score -217135.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -217215.281250 Penalty: 579.460999 Iteration 29Q: 3 clusters Score -217215.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -217283.312500 Penalty: 579.460999 Iteration 30Q: 3 clusters Score -217283.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -217336.125000 Penalty: 579.460999 Iteration 31Q: 3 clusters Score -217336.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -217353.906250 Penalty: 579.460999 Iteration 32Q: 3 clusters Score -217353.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -217368.812500 Penalty: 579.460999 Iteration 33Q: 3 clusters Score -217368.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -217375.625000 Penalty: 579.460999 Iteration 34Q: 3 clusters Score -217375.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -217376.828125 Penalty: 579.460999 Iteration 35Q: 3 clusters Score -217376.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -217376.750000 Penalty: 579.460999 Iteration 36Q: 3 clusters Score -217376.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -217377.250000 Penalty: 579.460999 Iteration 37Q: 3 clusters Score -217377.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -217376.796875 Penalty: 579.460999 Iteration 38Q: 3 clusters Score -217376.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -217386.750000 Penalty: 579.460999 Iteration 39F: 3 clusters Score -217386.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -217387.781250 Penalty: 579.460999 Iteration 40F: 3 clusters Score -217387.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -217387.921875 Penalty: 579.460999 Iteration 41Q: 3 clusters Score -217387.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -217388.468750 Penalty: 579.460999 Iteration 42Q: 3 clusters Score -217388.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -217388.468750 Penalty: 579.460999 Iteration 43Q: 3 clusters Score -217388.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -217388.765625 Penalty: 579.460999 Iteration 44Q: 3 clusters Score -217388.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -217388.875000 Penalty: 579.460999 Iteration 45Q: 3 clusters Score -217388.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -217389.812500 Penalty: 579.460999 Iteration 46Q: 3 clusters Score -217389.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -217389.718750 Penalty: 579.460999 Iteration 47Q: 3 clusters Score -217389.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -217389.718750 Penalty: 579.460999 Iteration 48F: 3 clusters Score -217389.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4088 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 2523 members Mstep: Class 32 contains 3407 members Mstep: Class 33 contains 14899 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Mstep: Class 44 contains 911 members Mstep: Class 45 contains 27321 members Mstep: Class 46 contains 3325 members Mstep: Class 47 contains 3094 members Entering Unmasked Estep Score: -8934431.000000 Penalty: 19658.576172 Splitting cluster 32 changes total score from -8915543.000000 to -8934431.000000 So it's getting split into cluster 47. Entering ConstructFrom: Trying to split cluster 33 (14899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Entering Unmasked Estep Score: -427234.875000 Penalty: 317.098633 Iteration 0F: 2 clusters Score -427234.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -417362.843750 Penalty: 634.197266 Iteration 0F: 3 clusters Score -417362.8 nChanged 7063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -422091.468750 Penalty: 634.197266 Iteration 1F: 3 clusters Score -422091.5 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -423166.312500 Penalty: 634.197266 Iteration 2F: 3 clusters Score -423166.3 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -424374.843750 Penalty: 634.197266 Iteration 3F: 3 clusters Score -424374.8 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -425460.343750 Penalty: 634.197266 Iteration 4F: 3 clusters Score -425460.3 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -426266.312500 Penalty: 634.197266 Iteration 5F: 3 clusters Score -426266.3 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -426862.437500 Penalty: 634.197266 Iteration 6Q: 3 clusters Score -426862.4 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -427573.031250 Penalty: 634.197266 Iteration 7Q: 3 clusters Score -427573 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -428402.437500 Penalty: 634.197266 Iteration 8Q: 3 clusters Score -428402.4 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -429213.968750 Penalty: 634.197266 Iteration 9Q: 3 clusters Score -429214 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -429778.687500 Penalty: 634.197266 Iteration 10Q: 3 clusters Score -429778.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -429832.000000 Penalty: 634.197266 Iteration 11Q: 3 clusters Score -429832 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -429831.906250 Penalty: 634.197266 Iteration 12Q: 3 clusters Score -429831.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -429832.375000 Penalty: 634.197266 Iteration 13Q: 3 clusters Score -429832.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -429831.906250 Penalty: 634.197266 Iteration 14Q: 3 clusters Score -429831.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -429831.906250 Penalty: 634.197266 Iteration 15F: 3 clusters Score -429831.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4088 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 2523 members Mstep: Class 32 contains 3407 members Mstep: Class 33 contains 11471 members Mstep: Class 34 contains 4145 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 5085 members Mstep: Class 37 contains 609 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 21705 members Mstep: Class 40 contains 2488 members Mstep: Class 41 contains 4271 members Mstep: Class 42 contains 3949 members Mstep: Class 43 contains 276 members Mstep: Class 44 contains 911 members Mstep: Class 45 contains 27321 members Mstep: Class 46 contains 3325 members Mstep: Class 47 contains 3094 members Mstep: Class 48 contains 3428 members Entering Unmasked Estep Score: -8936934.000000 Penalty: 20076.843750 Splitting cluster 33 changes total score from -8915543.000000 to -8936934.000000 So it's getting split into cluster 48. Entering ConstructFrom: Trying to split cluster 34 (4145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Entering Unmasked Estep Score: -84413.914062 Penalty: 274.878723 Iteration 0F: 2 clusters Score -84413.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -81665.265625 Penalty: 549.757446 Iteration 0F: 3 clusters Score -81665.27 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -82963.828125 Penalty: 549.757446 Iteration 1F: 3 clusters Score -82963.83 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -83223.117188 Penalty: 549.757446 Iteration 2F: 3 clusters Score -83223.12 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -83429.929688 Penalty: 549.757446 Iteration 3F: 3 clusters Score -83429.93 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -83591.140625 Penalty: 549.757446 Iteration 4F: 3 clusters Score -83591.14 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -83756.335938 Penalty: 549.757446 Iteration 5F: 3 clusters Score -83756.34 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -83891.734375 Penalty: 549.757446 Iteration 6Q: 3 clusters Score -83891.73 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -83989.750000 Penalty: 549.757446 Iteration 7Q: 3 clusters Score -83989.75 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -84053.812500 Penalty: 549.757446 Iteration 8Q: 3 clusters Score -84053.81 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -84121.546875 Penalty: 549.757446 Iteration 9Q: 3 clusters Score -84121.55 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -84165.070312 Penalty: 549.757446 Iteration 10Q: 3 clusters Score -84165.07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -84196.203125 Penalty: 549.757446 Iteration 11Q: 3 clusters Score -84196.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -84213.734375 Penalty: 549.757446 Iteration 12Q: 3 clusters Score -84213.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -84227.601562 Penalty: 549.757446 Iteration 13Q: 3 clusters Score -84227.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -84235.890625 Penalty: 549.757446 Iteration 14Q: 3 clusters Score -84235.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -84240.335938 Penalty: 549.757446 Iteration 15Q: 3 clusters Score -84240.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -84243.031250 Penalty: 549.757446 Iteration 16Q: 3 clusters Score -84243.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -84243.273438 Penalty: 549.757446 Iteration 17Q: 3 clusters Score -84243.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -84243.296875 Penalty: 549.757446 Iteration 18Q: 3 clusters Score -84243.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -84243.507812 Penalty: 549.757446 Iteration 19Q: 3 clusters Score -84243.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -84243.632812 Penalty: 549.757446 Iteration 20F: 3 clusters Score -84243.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -84243.882812 Penalty: 549.757446 Iteration 21Q: 3 clusters Score -84243.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -84244.304688 Penalty: 549.757446 Iteration 22Q: 3 clusters Score -84244.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -84244.304688 Penalty: 549.757446 Iteration 23F: 3 clusters Score -84244.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 14845 members Mstep: Class 3 contains 32603 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 10491 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 13702 members Mstep: Class 10 contains 6249 members Mstep: Class 11 contains 5099 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 33742 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 4913 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 19675 members Mstep: Class 20 contains 304 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 1018 members Mstep: Class 24 contains 9821 members Mstep: Class 25 contains 6849 members Mstep: Class 26 contains 9108 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4088 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14134 members Mstep: Class 31 contains 2523 members Mstep: Class 32 contains 3407 members Mstep: Class 33 contains 11471 members Mstep: Class 34 contains 4145 members Entering Unmasked Estep ConsiderDeletion Score: -8942266.000000 Penalty: 20076.843750 Iteration 79Q: 49 clusters Score -8942266 nChanged 8708 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 14843 members Mstep: Class 3 contains 32598 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 2655 members Mstep: Class 6 contains 1606 members Mstep: Class 7 contains 11344 members Mstep: Class 8 contains 538 members Mstep: Class 9 contains 13389 members Mstep: Class 10 contains 5998 members Mstep: Class 11 contains 4990 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 2378 members Mstep: Class 14 contains 34306 members Mstep: Class 15 contains 2212 members Mstep: Class 16 contains 1965 members Mstep: Class 17 contains 5273 members Mstep: Class 18 contains 1276 members Mstep: Class 19 contains 19200 members Mstep: Class 20 contains 373 members Mstep: Class 21 contains 3710 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 10068 members Mstep: Class 25 contains 6810 members Mstep: Class 26 contains 8869 members Mstep: Class 27 contains 471 members Mstep: Class 28 contains 4271 members Mstep: Class 29 contains 432 members Mstep: Class 30 contains 14238 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 3490 members Mstep: Class 33 contains 11618 members Mstep: Class 34 contains 3990 members Mstep: Class 35 contains 1841 members Mstep: Class 36 contains 4710 members Mstep: Class 37 contains 491 members Mstep: Class 38 contains 1466 members Mstep: Class 39 contains 21066 members Mstep: Class 40 contains 2478 members Mstep: Class 41 contains 4306 members Mstep: Class 42 contains 4028 members Mstep: Class 43 contains 265 members Mstep: Class 44 contains 728 members Mstep: Class 45 contains 27219 members Mstep: Class 46 contains 3514 members Mstep: Class 47 contains 2996 members Mstep: Class 48 contains 3265 members Entering Unmasked Estep ConsiderDeletion Score: -8948509.000000 Penalty: 20076.843750 Iteration 80F: 49 clusters Score -8948509 nChanged 7910 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 14823 members Mstep: Class 3 contains 31920 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 2378 members Mstep: Class 6 contains 1584 members Mstep: Class 7 contains 11736 members Mstep: Class 8 contains 580 members Mstep: Class 9 contains 13103 members Mstep: Class 10 contains 5490 members Mstep: Class 11 contains 4688 members Mstep: Class 12 contains 2128 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 34577 members Mstep: Class 15 contains 2212 members Mstep: Class 16 contains 1956 members Mstep: Class 17 contains 5494 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 18094 members Mstep: Class 20 contains 322 members Mstep: Class 21 contains 3658 members Mstep: Class 22 contains 2153 members Mstep: Class 23 contains 1114 members Mstep: Class 24 contains 10155 members Mstep: Class 25 contains 6825 members Mstep: Class 26 contains 8647 members Mstep: Class 27 contains 468 members Mstep: Class 28 contains 4350 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 14205 members Mstep: Class 31 contains 2891 members Mstep: Class 32 contains 3521 members Mstep: Class 33 contains 11824 members Mstep: Class 34 contains 3706 members Mstep: Class 35 contains 2505 members Mstep: Class 36 contains 4885 members Mstep: Class 37 contains 537 members Mstep: Class 38 contains 1348 members Mstep: Class 39 contains 21043 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4356 members Mstep: Class 42 contains 4958 members Mstep: Class 43 contains 291 members Mstep: Class 44 contains 675 members Mstep: Class 45 contains 27295 members Mstep: Class 46 contains 3794 members Mstep: Class 47 contains 2948 members Mstep: Class 48 contains 3822 members Entering Unmasked Estep ConsiderDeletion Score: -8952039.000000 Penalty: 20076.843750 Iteration 81Q: 49 clusters Score -8952039 nChanged 5827 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 31160 members Mstep: Class 4 contains 1159 members Mstep: Class 5 contains 2248 members Mstep: Class 6 contains 1578 members Mstep: Class 7 contains 11972 members Mstep: Class 8 contains 612 members Mstep: Class 9 contains 12892 members Mstep: Class 10 contains 5084 members Mstep: Class 11 contains 4482 members Mstep: Class 12 contains 2327 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 34721 members Mstep: Class 15 contains 2212 members Mstep: Class 16 contains 1949 members Mstep: Class 17 contains 5598 members Mstep: Class 18 contains 1349 members Mstep: Class 19 contains 17231 members Mstep: Class 20 contains 335 members Mstep: Class 21 contains 3638 members Mstep: Class 22 contains 2130 members Mstep: Class 23 contains 1130 members Mstep: Class 24 contains 10318 members Mstep: Class 25 contains 6890 members Mstep: Class 26 contains 8457 members Mstep: Class 27 contains 460 members Mstep: Class 28 contains 4405 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 14178 members Mstep: Class 31 contains 3013 members Mstep: Class 32 contains 3558 members Mstep: Class 33 contains 12188 members Mstep: Class 34 contains 3531 members Mstep: Class 35 contains 3046 members Mstep: Class 36 contains 5020 members Mstep: Class 37 contains 575 members Mstep: Class 38 contains 1254 members Mstep: Class 39 contains 20974 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4393 members Mstep: Class 42 contains 5608 members Mstep: Class 43 contains 303 members Mstep: Class 44 contains 656 members Mstep: Class 45 contains 27335 members Mstep: Class 46 contains 3971 members Mstep: Class 47 contains 2908 members Mstep: Class 48 contains 4301 members Entering Unmasked Estep ConsiderDeletion Score: -8954257.000000 Penalty: 20076.843750 Iteration 82Q: 49 clusters Score -8954257 nChanged 5035 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 30376 members Mstep: Class 4 contains 1140 members Mstep: Class 5 contains 2190 members Mstep: Class 6 contains 1566 members Mstep: Class 7 contains 12116 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 12724 members Mstep: Class 10 contains 4773 members Mstep: Class 11 contains 4299 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 2376 members Mstep: Class 14 contains 34784 members Mstep: Class 15 contains 2211 members Mstep: Class 16 contains 1943 members Mstep: Class 17 contains 5629 members Mstep: Class 18 contains 1355 members Mstep: Class 19 contains 16506 members Mstep: Class 20 contains 365 members Mstep: Class 21 contains 3623 members Mstep: Class 22 contains 2109 members Mstep: Class 23 contains 1136 members Mstep: Class 24 contains 10544 members Mstep: Class 25 contains 6956 members Mstep: Class 26 contains 8340 members Mstep: Class 27 contains 458 members Mstep: Class 28 contains 4435 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 14147 members Mstep: Class 31 contains 3165 members Mstep: Class 32 contains 3586 members Mstep: Class 33 contains 12511 members Mstep: Class 34 contains 3393 members Mstep: Class 35 contains 3519 members Mstep: Class 36 contains 5125 members Mstep: Class 37 contains 605 members Mstep: Class 38 contains 1185 members Mstep: Class 39 contains 20899 members Mstep: Class 40 contains 2487 members Mstep: Class 41 contains 4418 members Mstep: Class 42 contains 6154 members Mstep: Class 43 contains 307 members Mstep: Class 44 contains 650 members Mstep: Class 45 contains 27365 members Mstep: Class 46 contains 4112 members Mstep: Class 47 contains 2886 members Mstep: Class 48 contains 4793 members Entering Unmasked Estep ConsiderDeletion Score: -8956056.000000 Penalty: 20076.843750 Iteration 83Q: 49 clusters Score -8956056 nChanged 4687 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 14819 members Mstep: Class 3 contains 29632 members Mstep: Class 4 contains 1131 members Mstep: Class 5 contains 2164 members Mstep: Class 6 contains 1556 members Mstep: Class 7 contains 12202 members Mstep: Class 8 contains 668 members Mstep: Class 9 contains 12590 members Mstep: Class 10 contains 4507 members Mstep: Class 11 contains 4139 members Mstep: Class 12 contains 2654 members Mstep: Class 13 contains 2380 members Mstep: Class 14 contains 34767 members Mstep: Class 15 contains 2210 members Mstep: Class 16 contains 1935 members Mstep: Class 17 contains 5631 members Mstep: Class 18 contains 1358 members Mstep: Class 19 contains 15808 members Mstep: Class 20 contains 404 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1139 members Mstep: Class 24 contains 10786 members Mstep: Class 25 contains 7016 members Mstep: Class 26 contains 8242 members Mstep: Class 27 contains 453 members Mstep: Class 28 contains 4450 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 14124 members Mstep: Class 31 contains 3368 members Mstep: Class 32 contains 3619 members Mstep: Class 33 contains 12877 members Mstep: Class 34 contains 3288 members Mstep: Class 35 contains 3968 members Mstep: Class 36 contains 5211 members Mstep: Class 37 contains 641 members Mstep: Class 38 contains 1152 members Mstep: Class 39 contains 20851 members Mstep: Class 40 contains 2487 members Mstep: Class 41 contains 4441 members Mstep: Class 42 contains 6629 members Mstep: Class 43 contains 318 members Mstep: Class 44 contains 649 members Mstep: Class 45 contains 27383 members Mstep: Class 46 contains 4190 members Mstep: Class 47 contains 2868 members Mstep: Class 48 contains 5218 members Entering Unmasked Estep ConsiderDeletion Score: -8957808.000000 Penalty: 20076.843750 Iteration 84Q: 49 clusters Score -8957808 nChanged 4409 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 14815 members Mstep: Class 3 contains 28954 members Mstep: Class 4 contains 1124 members Mstep: Class 5 contains 2155 members Mstep: Class 6 contains 1563 members Mstep: Class 7 contains 12238 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 12496 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 3981 members Mstep: Class 12 contains 2780 members Mstep: Class 13 contains 2384 members Mstep: Class 14 contains 34703 members Mstep: Class 15 contains 2209 members Mstep: Class 16 contains 1927 members Mstep: Class 17 contains 5592 members Mstep: Class 18 contains 1356 members Mstep: Class 19 contains 15098 members Mstep: Class 20 contains 441 members Mstep: Class 21 contains 3607 members Mstep: Class 22 contains 2080 members Mstep: Class 23 contains 1139 members Mstep: Class 24 contains 11057 members Mstep: Class 25 contains 7051 members Mstep: Class 26 contains 8175 members Mstep: Class 27 contains 455 members Mstep: Class 28 contains 4463 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 14099 members Mstep: Class 31 contains 3610 members Mstep: Class 32 contains 3646 members Mstep: Class 33 contains 13249 members Mstep: Class 34 contains 3224 members Mstep: Class 35 contains 4364 members Mstep: Class 36 contains 5302 members Mstep: Class 37 contains 682 members Mstep: Class 38 contains 1151 members Mstep: Class 39 contains 20776 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4458 members Mstep: Class 42 contains 7010 members Mstep: Class 43 contains 325 members Mstep: Class 44 contains 648 members Mstep: Class 45 contains 27401 members Mstep: Class 46 contains 4270 members Mstep: Class 47 contains 2857 members Mstep: Class 48 contains 5614 members Entering Unmasked Estep ConsiderDeletion Score: -8959419.000000 Penalty: 20076.843750 Iteration 85Q: 49 clusters Score -8959419 nChanged 4350 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 14814 members Mstep: Class 3 contains 28323 members Mstep: Class 4 contains 1109 members Mstep: Class 5 contains 2131 members Mstep: Class 6 contains 1562 members Mstep: Class 7 contains 12244 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 12415 members Mstep: Class 10 contains 4128 members Mstep: Class 11 contains 3836 members Mstep: Class 12 contains 2863 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 34634 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 1919 members Mstep: Class 17 contains 5554 members Mstep: Class 18 contains 1338 members Mstep: Class 19 contains 14315 members Mstep: Class 20 contains 473 members Mstep: Class 21 contains 3598 members Mstep: Class 22 contains 2063 members Mstep: Class 23 contains 1134 members Mstep: Class 24 contains 11339 members Mstep: Class 25 contains 7085 members Mstep: Class 26 contains 8132 members Mstep: Class 27 contains 459 members Mstep: Class 28 contains 4475 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 14082 members Mstep: Class 31 contains 3867 members Mstep: Class 32 contains 3663 members Mstep: Class 33 contains 13653 members Mstep: Class 34 contains 3179 members Mstep: Class 35 contains 4746 members Mstep: Class 36 contains 5398 members Mstep: Class 37 contains 728 members Mstep: Class 38 contains 1165 members Mstep: Class 39 contains 20695 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4486 members Mstep: Class 42 contains 7307 members Mstep: Class 43 contains 327 members Mstep: Class 44 contains 632 members Mstep: Class 45 contains 27424 members Mstep: Class 46 contains 4332 members Mstep: Class 47 contains 2846 members Mstep: Class 48 contains 6085 members Entering Unmasked Estep ConsiderDeletion Score: -8961008.000000 Penalty: 20076.843750 Iteration 86Q: 49 clusters Score -8961008 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 14817 members Mstep: Class 3 contains 27674 members Mstep: Class 4 contains 1101 members Mstep: Class 5 contains 2112 members Mstep: Class 6 contains 1542 members Mstep: Class 7 contains 12236 members Mstep: Class 8 contains 728 members Mstep: Class 9 contains 12347 members Mstep: Class 10 contains 3993 members Mstep: Class 11 contains 3736 members Mstep: Class 12 contains 2939 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 34544 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 5504 members Mstep: Class 18 contains 1317 members Mstep: Class 19 contains 13577 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 2054 members Mstep: Class 23 contains 1122 members Mstep: Class 24 contains 11596 members Mstep: Class 25 contains 7116 members Mstep: Class 26 contains 8101 members Mstep: Class 27 contains 465 members Mstep: Class 28 contains 4493 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 14074 members Mstep: Class 31 contains 4132 members Mstep: Class 32 contains 3670 members Mstep: Class 33 contains 14034 members Mstep: Class 34 contains 3169 members Mstep: Class 35 contains 5070 members Mstep: Class 36 contains 5483 members Mstep: Class 37 contains 777 members Mstep: Class 38 contains 1189 members Mstep: Class 39 contains 20610 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4514 members Mstep: Class 42 contains 7578 members Mstep: Class 43 contains 324 members Mstep: Class 44 contains 632 members Mstep: Class 45 contains 27430 members Mstep: Class 46 contains 4385 members Mstep: Class 47 contains 2842 members Mstep: Class 48 contains 6493 members Entering Unmasked Estep ConsiderDeletion Score: -8962441.000000 Penalty: 20076.843750 Iteration 87Q: 49 clusters Score -8962441 nChanged 3864 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 14817 members Mstep: Class 3 contains 27046 members Mstep: Class 4 contains 1093 members Mstep: Class 5 contains 2097 members Mstep: Class 6 contains 1528 members Mstep: Class 7 contains 12219 members Mstep: Class 8 contains 750 members Mstep: Class 9 contains 12279 members Mstep: Class 10 contains 3888 members Mstep: Class 11 contains 3599 members Mstep: Class 12 contains 3013 members Mstep: Class 13 contains 2390 members Mstep: Class 14 contains 34450 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 1911 members Mstep: Class 17 contains 5432 members Mstep: Class 18 contains 1303 members Mstep: Class 19 contains 12957 members Mstep: Class 20 contains 540 members Mstep: Class 21 contains 3590 members Mstep: Class 22 contains 2050 members Mstep: Class 23 contains 1112 members Mstep: Class 24 contains 11858 members Mstep: Class 25 contains 7136 members Mstep: Class 26 contains 8064 members Mstep: Class 27 contains 470 members Mstep: Class 28 contains 4501 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 14053 members Mstep: Class 31 contains 4406 members Mstep: Class 32 contains 3673 members Mstep: Class 33 contains 14392 members Mstep: Class 34 contains 3182 members Mstep: Class 35 contains 5341 members Mstep: Class 36 contains 5576 members Mstep: Class 37 contains 840 members Mstep: Class 38 contains 1220 members Mstep: Class 39 contains 20510 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4537 members Mstep: Class 42 contains 7788 members Mstep: Class 43 contains 323 members Mstep: Class 44 contains 641 members Mstep: Class 45 contains 27436 members Mstep: Class 46 contains 4452 members Mstep: Class 47 contains 2842 members Mstep: Class 48 contains 6834 members Entering Unmasked Estep ConsiderDeletion Score: -8963756.000000 Penalty: 20076.843750 Iteration 88Q: 49 clusters Score -8963756 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 26422 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 2093 members Mstep: Class 6 contains 1504 members Mstep: Class 7 contains 12191 members Mstep: Class 8 contains 769 members Mstep: Class 9 contains 12227 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 3498 members Mstep: Class 12 contains 3081 members Mstep: Class 13 contains 2397 members Mstep: Class 14 contains 34348 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 1906 members Mstep: Class 17 contains 5373 members Mstep: Class 18 contains 1293 members Mstep: Class 19 contains 12514 members Mstep: Class 20 contains 577 members Mstep: Class 21 contains 3588 members Mstep: Class 22 contains 2041 members Mstep: Class 23 contains 1101 members Mstep: Class 24 contains 12100 members Mstep: Class 25 contains 7168 members Mstep: Class 26 contains 8026 members Mstep: Class 27 contains 474 members Mstep: Class 28 contains 4503 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 14031 members Mstep: Class 31 contains 4664 members Mstep: Class 32 contains 3675 members Mstep: Class 33 contains 14720 members Mstep: Class 34 contains 3191 members Mstep: Class 35 contains 5593 members Mstep: Class 36 contains 5655 members Mstep: Class 37 contains 886 members Mstep: Class 38 contains 1265 members Mstep: Class 39 contains 20417 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4559 members Mstep: Class 42 contains 7941 members Mstep: Class 43 contains 324 members Mstep: Class 44 contains 665 members Mstep: Class 45 contains 27435 members Mstep: Class 46 contains 4518 members Mstep: Class 47 contains 2841 members Mstep: Class 48 contains 7031 members Entering Unmasked Estep ConsiderDeletion Score: -8964995.000000 Penalty: 20076.843750 Iteration 89Q: 49 clusters Score -8964995 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 14813 members Mstep: Class 3 contains 25753 members Mstep: Class 4 contains 1108 members Mstep: Class 5 contains 2087 members Mstep: Class 6 contains 1484 members Mstep: Class 7 contains 12199 members Mstep: Class 8 contains 781 members Mstep: Class 9 contains 12183 members Mstep: Class 10 contains 3754 members Mstep: Class 11 contains 3417 members Mstep: Class 12 contains 3159 members Mstep: Class 13 contains 2404 members Mstep: Class 14 contains 34299 members Mstep: Class 15 contains 2207 members Mstep: Class 16 contains 1902 members Mstep: Class 17 contains 5310 members Mstep: Class 18 contains 1289 members Mstep: Class 19 contains 12175 members Mstep: Class 20 contains 620 members Mstep: Class 21 contains 3587 members Mstep: Class 22 contains 2031 members Mstep: Class 23 contains 1095 members Mstep: Class 24 contains 12355 members Mstep: Class 25 contains 7181 members Mstep: Class 26 contains 7993 members Mstep: Class 27 contains 474 members Mstep: Class 28 contains 4501 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 14010 members Mstep: Class 31 contains 4940 members Mstep: Class 32 contains 3674 members Mstep: Class 33 contains 15031 members Mstep: Class 34 contains 3198 members Mstep: Class 35 contains 5782 members Mstep: Class 36 contains 5720 members Mstep: Class 37 contains 931 members Mstep: Class 38 contains 1303 members Mstep: Class 39 contains 20311 members Mstep: Class 40 contains 2487 members Mstep: Class 41 contains 4574 members Mstep: Class 42 contains 8125 members Mstep: Class 43 contains 327 members Mstep: Class 44 contains 689 members Mstep: Class 45 contains 27434 members Mstep: Class 46 contains 4568 members Mstep: Class 47 contains 2839 members Mstep: Class 48 contains 7091 members Entering Unmasked Estep ConsiderDeletion Score: -8965902.000000 Penalty: 20076.843750 Iteration 90Q: 49 clusters Score -8965902 nChanged 3163 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 25142 members Mstep: Class 4 contains 1114 members Mstep: Class 5 contains 2054 members Mstep: Class 6 contains 1469 members Mstep: Class 7 contains 12193 members Mstep: Class 8 contains 789 members Mstep: Class 9 contains 12136 members Mstep: Class 10 contains 3717 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 3240 members Mstep: Class 13 contains 2408 members Mstep: Class 14 contains 34228 members Mstep: Class 15 contains 2207 members Mstep: Class 16 contains 1896 members Mstep: Class 17 contains 5216 members Mstep: Class 18 contains 1281 members Mstep: Class 19 contains 11864 members Mstep: Class 20 contains 666 members Mstep: Class 21 contains 3588 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 1088 members Mstep: Class 24 contains 12582 members Mstep: Class 25 contains 7182 members Mstep: Class 26 contains 7973 members Mstep: Class 27 contains 479 members Mstep: Class 28 contains 4502 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13996 members Mstep: Class 31 contains 5170 members Mstep: Class 32 contains 3676 members Mstep: Class 33 contains 15306 members Mstep: Class 34 contains 3210 members Mstep: Class 35 contains 5954 members Mstep: Class 36 contains 5790 members Mstep: Class 37 contains 978 members Mstep: Class 38 contains 1348 members Mstep: Class 39 contains 20251 members Mstep: Class 40 contains 2487 members Mstep: Class 41 contains 4593 members Mstep: Class 42 contains 8313 members Mstep: Class 43 contains 337 members Mstep: Class 44 contains 727 members Mstep: Class 45 contains 27432 members Mstep: Class 46 contains 4608 members Mstep: Class 47 contains 2837 members Mstep: Class 48 contains 7150 members Entering Unmasked Estep ConsiderDeletion Score: -8966737.000000 Penalty: 20076.843750 Iteration 91Q: 49 clusters Score -8966737 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 24606 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 2019 members Mstep: Class 6 contains 1444 members Mstep: Class 7 contains 12201 members Mstep: Class 8 contains 812 members Mstep: Class 9 contains 12085 members Mstep: Class 10 contains 3699 members Mstep: Class 11 contains 3256 members Mstep: Class 12 contains 3307 members Mstep: Class 13 contains 2417 members Mstep: Class 14 contains 34155 members Mstep: Class 15 contains 2207 members Mstep: Class 16 contains 1886 members Mstep: Class 17 contains 5110 members Mstep: Class 18 contains 1285 members Mstep: Class 19 contains 11592 members Mstep: Class 20 contains 694 members Mstep: Class 21 contains 3591 members Mstep: Class 22 contains 2007 members Mstep: Class 23 contains 1080 members Mstep: Class 24 contains 12786 members Mstep: Class 25 contains 7184 members Mstep: Class 26 contains 7947 members Mstep: Class 27 contains 488 members Mstep: Class 28 contains 4503 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13985 members Mstep: Class 31 contains 5345 members Mstep: Class 32 contains 3680 members Mstep: Class 33 contains 15574 members Mstep: Class 34 contains 3233 members Mstep: Class 35 contains 6140 members Mstep: Class 36 contains 5839 members Mstep: Class 37 contains 1016 members Mstep: Class 38 contains 1397 members Mstep: Class 39 contains 20187 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4611 members Mstep: Class 42 contains 8518 members Mstep: Class 43 contains 344 members Mstep: Class 44 contains 762 members Mstep: Class 45 contains 27431 members Mstep: Class 46 contains 4641 members Mstep: Class 47 contains 2834 members Mstep: Class 48 contains 7163 members Entering Unmasked Estep ConsiderDeletion Score: -8967513.000000 Penalty: 20076.843750 Iteration 92Q: 49 clusters Score -8967513 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 24205 members Mstep: Class 4 contains 1137 members Mstep: Class 5 contains 1989 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 12210 members Mstep: Class 8 contains 836 members Mstep: Class 9 contains 12052 members Mstep: Class 10 contains 3701 members Mstep: Class 11 contains 3204 members Mstep: Class 12 contains 3398 members Mstep: Class 13 contains 2425 members Mstep: Class 14 contains 34082 members Mstep: Class 15 contains 2207 members Mstep: Class 16 contains 1870 members Mstep: Class 17 contains 5000 members Mstep: Class 18 contains 1295 members Mstep: Class 19 contains 11298 members Mstep: Class 20 contains 717 members Mstep: Class 21 contains 3594 members Mstep: Class 22 contains 1988 members Mstep: Class 23 contains 1077 members Mstep: Class 24 contains 12971 members Mstep: Class 25 contains 7183 members Mstep: Class 26 contains 7910 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4506 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13978 members Mstep: Class 31 contains 5524 members Mstep: Class 32 contains 3687 members Mstep: Class 33 contains 15753 members Mstep: Class 34 contains 3259 members Mstep: Class 35 contains 6303 members Mstep: Class 36 contains 5879 members Mstep: Class 37 contains 1049 members Mstep: Class 38 contains 1454 members Mstep: Class 39 contains 20123 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4617 members Mstep: Class 42 contains 8636 members Mstep: Class 43 contains 353 members Mstep: Class 44 contains 795 members Mstep: Class 45 contains 27428 members Mstep: Class 46 contains 4685 members Mstep: Class 47 contains 2829 members Mstep: Class 48 contains 7161 members Entering Unmasked Estep ConsiderDeletion Score: -8968237.000000 Penalty: 20076.843750 Iteration 93Q: 49 clusters Score -8968237 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 14809 members Mstep: Class 3 contains 23878 members Mstep: Class 4 contains 1151 members Mstep: Class 5 contains 1971 members Mstep: Class 6 contains 1392 members Mstep: Class 7 contains 12225 members Mstep: Class 8 contains 851 members Mstep: Class 9 contains 12023 members Mstep: Class 10 contains 3713 members Mstep: Class 11 contains 3138 members Mstep: Class 12 contains 3477 members Mstep: Class 13 contains 2427 members Mstep: Class 14 contains 34058 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1860 members Mstep: Class 17 contains 4898 members Mstep: Class 18 contains 1309 members Mstep: Class 19 contains 10977 members Mstep: Class 20 contains 749 members Mstep: Class 21 contains 3598 members Mstep: Class 22 contains 1978 members Mstep: Class 23 contains 1075 members Mstep: Class 24 contains 13142 members Mstep: Class 25 contains 7175 members Mstep: Class 26 contains 7881 members Mstep: Class 27 contains 507 members Mstep: Class 28 contains 4506 members Mstep: Class 29 contains 423 members Mstep: Class 30 contains 13963 members Mstep: Class 31 contains 5707 members Mstep: Class 32 contains 3692 members Mstep: Class 33 contains 15933 members Mstep: Class 34 contains 3276 members Mstep: Class 35 contains 6414 members Mstep: Class 36 contains 5922 members Mstep: Class 37 contains 1098 members Mstep: Class 38 contains 1499 members Mstep: Class 39 contains 20065 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4624 members Mstep: Class 42 contains 8684 members Mstep: Class 43 contains 371 members Mstep: Class 44 contains 813 members Mstep: Class 45 contains 27423 members Mstep: Class 46 contains 4731 members Mstep: Class 47 contains 2824 members Mstep: Class 48 contains 7155 members Entering Unmasked Estep ConsiderDeletion Score: -8968896.000000 Penalty: 20076.843750 Iteration 94Q: 49 clusters Score -8968896 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 14805 members Mstep: Class 3 contains 23648 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 1945 members Mstep: Class 6 contains 1365 members Mstep: Class 7 contains 12222 members Mstep: Class 8 contains 878 members Mstep: Class 9 contains 11988 members Mstep: Class 10 contains 3739 members Mstep: Class 11 contains 3088 members Mstep: Class 12 contains 3564 members Mstep: Class 13 contains 2432 members Mstep: Class 14 contains 34042 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1846 members Mstep: Class 17 contains 4805 members Mstep: Class 18 contains 1318 members Mstep: Class 19 contains 10623 members Mstep: Class 20 contains 775 members Mstep: Class 21 contains 3597 members Mstep: Class 22 contains 1972 members Mstep: Class 23 contains 1068 members Mstep: Class 24 contains 13294 members Mstep: Class 25 contains 7181 members Mstep: Class 26 contains 7856 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 4504 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13957 members Mstep: Class 31 contains 5915 members Mstep: Class 32 contains 3697 members Mstep: Class 33 contains 16106 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 6518 members Mstep: Class 36 contains 5948 members Mstep: Class 37 contains 1137 members Mstep: Class 38 contains 1549 members Mstep: Class 39 contains 20008 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4631 members Mstep: Class 42 contains 8652 members Mstep: Class 43 contains 392 members Mstep: Class 44 contains 840 members Mstep: Class 45 contains 27422 members Mstep: Class 46 contains 4778 members Mstep: Class 47 contains 2817 members Mstep: Class 48 contains 7136 members Entering Unmasked Estep ConsiderDeletion Score: -8969578.000000 Penalty: 20076.843750 Iteration 95Q: 49 clusters Score -8969578 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 14803 members Mstep: Class 3 contains 23428 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 1933 members Mstep: Class 6 contains 1338 members Mstep: Class 7 contains 12214 members Mstep: Class 8 contains 915 members Mstep: Class 9 contains 11971 members Mstep: Class 10 contains 3766 members Mstep: Class 11 contains 3041 members Mstep: Class 12 contains 3658 members Mstep: Class 13 contains 2439 members Mstep: Class 14 contains 34007 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1836 members Mstep: Class 17 contains 4684 members Mstep: Class 18 contains 1319 members Mstep: Class 19 contains 10247 members Mstep: Class 20 contains 803 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1059 members Mstep: Class 24 contains 13439 members Mstep: Class 25 contains 7183 members Mstep: Class 26 contains 7826 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 4503 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13943 members Mstep: Class 31 contains 6134 members Mstep: Class 32 contains 3694 members Mstep: Class 33 contains 16321 members Mstep: Class 34 contains 3311 members Mstep: Class 35 contains 6630 members Mstep: Class 36 contains 5994 members Mstep: Class 37 contains 1165 members Mstep: Class 38 contains 1574 members Mstep: Class 39 contains 19963 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4644 members Mstep: Class 42 contains 8590 members Mstep: Class 43 contains 414 members Mstep: Class 44 contains 858 members Mstep: Class 45 contains 27416 members Mstep: Class 46 contains 4810 members Mstep: Class 47 contains 2813 members Mstep: Class 48 contains 7149 members Entering Unmasked Estep ConsiderDeletion Score: -8970088.000000 Penalty: 20076.843750 Iteration 96Q: 49 clusters Score -8970088 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 14805 members Mstep: Class 3 contains 23187 members Mstep: Class 4 contains 1187 members Mstep: Class 5 contains 1937 members Mstep: Class 6 contains 1324 members Mstep: Class 7 contains 12197 members Mstep: Class 8 contains 948 members Mstep: Class 9 contains 11947 members Mstep: Class 10 contains 3793 members Mstep: Class 11 contains 3000 members Mstep: Class 12 contains 3746 members Mstep: Class 13 contains 2451 members Mstep: Class 14 contains 33961 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1829 members Mstep: Class 17 contains 4575 members Mstep: Class 18 contains 1317 members Mstep: Class 19 contains 9848 members Mstep: Class 20 contains 843 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1967 members Mstep: Class 23 contains 1052 members Mstep: Class 24 contains 13576 members Mstep: Class 25 contains 7181 members Mstep: Class 26 contains 7806 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 4505 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13930 members Mstep: Class 31 contains 6304 members Mstep: Class 32 contains 3691 members Mstep: Class 33 contains 16625 members Mstep: Class 34 contains 3321 members Mstep: Class 35 contains 6733 members Mstep: Class 36 contains 6062 members Mstep: Class 37 contains 1183 members Mstep: Class 38 contains 1596 members Mstep: Class 39 contains 19908 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4660 members Mstep: Class 42 contains 8510 members Mstep: Class 43 contains 439 members Mstep: Class 44 contains 865 members Mstep: Class 45 contains 27395 members Mstep: Class 46 contains 4834 members Mstep: Class 47 contains 2807 members Mstep: Class 48 contains 7182 members Entering Unmasked Estep ConsiderDeletion Score: -8970625.000000 Penalty: 20076.843750 Iteration 97Q: 49 clusters Score -8970625 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 14807 members Mstep: Class 3 contains 22978 members Mstep: Class 4 contains 1200 members Mstep: Class 5 contains 1943 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 12180 members Mstep: Class 8 contains 987 members Mstep: Class 9 contains 11934 members Mstep: Class 10 contains 3829 members Mstep: Class 11 contains 2965 members Mstep: Class 12 contains 3840 members Mstep: Class 13 contains 2456 members Mstep: Class 14 contains 33927 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1821 members Mstep: Class 17 contains 4460 members Mstep: Class 18 contains 1313 members Mstep: Class 19 contains 9496 members Mstep: Class 20 contains 878 members Mstep: Class 21 contains 3607 members Mstep: Class 22 contains 1965 members Mstep: Class 23 contains 1042 members Mstep: Class 24 contains 13716 members Mstep: Class 25 contains 7193 members Mstep: Class 26 contains 7793 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 4515 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13920 members Mstep: Class 31 contains 6466 members Mstep: Class 32 contains 3686 members Mstep: Class 33 contains 16841 members Mstep: Class 34 contains 3337 members Mstep: Class 35 contains 6825 members Mstep: Class 36 contains 6121 members Mstep: Class 37 contains 1200 members Mstep: Class 38 contains 1613 members Mstep: Class 39 contains 19856 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4669 members Mstep: Class 42 contains 8444 members Mstep: Class 43 contains 467 members Mstep: Class 44 contains 865 members Mstep: Class 45 contains 27377 members Mstep: Class 46 contains 4851 members Mstep: Class 47 contains 2802 members Mstep: Class 48 contains 7202 members Entering Unmasked Estep ConsiderDeletion Score: -8971043.000000 Penalty: 20076.843750 Iteration 98Q: 49 clusters Score -8971043 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 14805 members Mstep: Class 3 contains 22798 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 1946 members Mstep: Class 6 contains 1294 members Mstep: Class 7 contains 12165 members Mstep: Class 8 contains 1025 members Mstep: Class 9 contains 11920 members Mstep: Class 10 contains 3857 members Mstep: Class 11 contains 2934 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 2458 members Mstep: Class 14 contains 33881 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1809 members Mstep: Class 17 contains 4360 members Mstep: Class 18 contains 1314 members Mstep: Class 19 contains 9235 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 3611 members Mstep: Class 22 contains 1965 members Mstep: Class 23 contains 1037 members Mstep: Class 24 contains 13817 members Mstep: Class 25 contains 7210 members Mstep: Class 26 contains 7784 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 4526 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13924 members Mstep: Class 31 contains 6592 members Mstep: Class 32 contains 3675 members Mstep: Class 33 contains 17003 members Mstep: Class 34 contains 3358 members Mstep: Class 35 contains 6915 members Mstep: Class 36 contains 6160 members Mstep: Class 37 contains 1224 members Mstep: Class 38 contains 1619 members Mstep: Class 39 contains 19830 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4674 members Mstep: Class 42 contains 8393 members Mstep: Class 43 contains 486 members Mstep: Class 44 contains 871 members Mstep: Class 45 contains 27357 members Mstep: Class 46 contains 4858 members Mstep: Class 47 contains 2796 members Mstep: Class 48 contains 7221 members Entering Unmasked Estep ConsiderDeletion Score: -8971396.000000 Penalty: 20076.843750 Iteration 99Q: 49 clusters Score -8971396 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 14805 members Mstep: Class 3 contains 22620 members Mstep: Class 4 contains 1212 members Mstep: Class 5 contains 1955 members Mstep: Class 6 contains 1273 members Mstep: Class 7 contains 12150 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 11909 members Mstep: Class 10 contains 3864 members Mstep: Class 11 contains 2911 members Mstep: Class 12 contains 4017 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 33842 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1801 members Mstep: Class 17 contains 4265 members Mstep: Class 18 contains 1311 members Mstep: Class 19 contains 9047 members Mstep: Class 20 contains 953 members Mstep: Class 21 contains 3613 members Mstep: Class 22 contains 1965 members Mstep: Class 23 contains 1032 members Mstep: Class 24 contains 13897 members Mstep: Class 25 contains 7217 members Mstep: Class 26 contains 7777 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 4534 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13921 members Mstep: Class 31 contains 6696 members Mstep: Class 32 contains 3661 members Mstep: Class 33 contains 17123 members Mstep: Class 34 contains 3389 members Mstep: Class 35 contains 7012 members Mstep: Class 36 contains 6224 members Mstep: Class 37 contains 1242 members Mstep: Class 38 contains 1615 members Mstep: Class 39 contains 19803 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4681 members Mstep: Class 42 contains 8347 members Mstep: Class 43 contains 502 members Mstep: Class 44 contains 882 members Mstep: Class 45 contains 27346 members Mstep: Class 46 contains 4856 members Mstep: Class 47 contains 2791 members Mstep: Class 48 contains 7230 members Entering Unmasked Estep ConsiderDeletion Score: -8971926.000000 Penalty: 20076.843750 Iteration 100F: 49 clusters Score -8971926 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 14807 members Mstep: Class 3 contains 22460 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 1958 members Mstep: Class 6 contains 1258 members Mstep: Class 7 contains 12137 members Mstep: Class 8 contains 1110 members Mstep: Class 9 contains 11899 members Mstep: Class 10 contains 3834 members Mstep: Class 11 contains 2851 members Mstep: Class 12 contains 4102 members Mstep: Class 13 contains 2461 members Mstep: Class 14 contains 33758 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1790 members Mstep: Class 17 contains 4155 members Mstep: Class 18 contains 1320 members Mstep: Class 19 contains 8912 members Mstep: Class 20 contains 985 members Mstep: Class 21 contains 3614 members Mstep: Class 22 contains 1965 members Mstep: Class 23 contains 1029 members Mstep: Class 24 contains 13965 members Mstep: Class 25 contains 7221 members Mstep: Class 26 contains 7780 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4541 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13927 members Mstep: Class 31 contains 6806 members Mstep: Class 32 contains 3654 members Mstep: Class 33 contains 17174 members Mstep: Class 34 contains 3390 members Mstep: Class 35 contains 7100 members Mstep: Class 36 contains 6253 members Mstep: Class 37 contains 1264 members Mstep: Class 38 contains 1606 members Mstep: Class 39 contains 19792 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4688 members Mstep: Class 42 contains 8447 members Mstep: Class 43 contains 525 members Mstep: Class 44 contains 897 members Mstep: Class 45 contains 27340 members Mstep: Class 46 contains 4851 members Mstep: Class 47 contains 2786 members Mstep: Class 48 contains 7237 members Entering Unmasked Estep ConsiderDeletion Score: -8972296.000000 Penalty: 20076.843750 Iteration 101Q: 49 clusters Score -8972296 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 14808 members Mstep: Class 3 contains 22320 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 1957 members Mstep: Class 6 contains 1244 members Mstep: Class 7 contains 12149 members Mstep: Class 8 contains 1172 members Mstep: Class 9 contains 11886 members Mstep: Class 10 contains 3814 members Mstep: Class 11 contains 2798 members Mstep: Class 12 contains 4183 members Mstep: Class 13 contains 2465 members Mstep: Class 14 contains 33682 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1779 members Mstep: Class 17 contains 4062 members Mstep: Class 18 contains 1328 members Mstep: Class 19 contains 8824 members Mstep: Class 20 contains 1026 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 1966 members Mstep: Class 23 contains 1032 members Mstep: Class 24 contains 14029 members Mstep: Class 25 contains 7235 members Mstep: Class 26 contains 7775 members Mstep: Class 27 contains 498 members Mstep: Class 28 contains 4544 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13935 members Mstep: Class 31 contains 6912 members Mstep: Class 32 contains 3643 members Mstep: Class 33 contains 17153 members Mstep: Class 34 contains 3392 members Mstep: Class 35 contains 7180 members Mstep: Class 36 contains 6248 members Mstep: Class 37 contains 1283 members Mstep: Class 38 contains 1598 members Mstep: Class 39 contains 19781 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4693 members Mstep: Class 42 contains 8489 members Mstep: Class 43 contains 543 members Mstep: Class 44 contains 903 members Mstep: Class 45 contains 27337 members Mstep: Class 46 contains 4853 members Mstep: Class 47 contains 2781 members Mstep: Class 48 contains 7266 members Entering Unmasked Estep ConsiderDeletion Score: -8972633.000000 Penalty: 20076.843750 Iteration 102Q: 49 clusters Score -8972633 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 22170 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1954 members Mstep: Class 6 contains 1238 members Mstep: Class 7 contains 12156 members Mstep: Class 8 contains 1249 members Mstep: Class 9 contains 11877 members Mstep: Class 10 contains 3792 members Mstep: Class 11 contains 2742 members Mstep: Class 12 contains 4238 members Mstep: Class 13 contains 2471 members Mstep: Class 14 contains 33610 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1767 members Mstep: Class 17 contains 3983 members Mstep: Class 18 contains 1322 members Mstep: Class 19 contains 8757 members Mstep: Class 20 contains 1061 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 1968 members Mstep: Class 23 contains 1037 members Mstep: Class 24 contains 14080 members Mstep: Class 25 contains 7242 members Mstep: Class 26 contains 7761 members Mstep: Class 27 contains 496 members Mstep: Class 28 contains 4556 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13943 members Mstep: Class 31 contains 7010 members Mstep: Class 32 contains 3626 members Mstep: Class 33 contains 17153 members Mstep: Class 34 contains 3392 members Mstep: Class 35 contains 7281 members Mstep: Class 36 contains 6262 members Mstep: Class 37 contains 1299 members Mstep: Class 38 contains 1588 members Mstep: Class 39 contains 19771 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4704 members Mstep: Class 42 contains 8503 members Mstep: Class 43 contains 564 members Mstep: Class 44 contains 906 members Mstep: Class 45 contains 27332 members Mstep: Class 46 contains 4850 members Mstep: Class 47 contains 2772 members Mstep: Class 48 contains 7293 members Entering Unmasked Estep ConsiderDeletion Score: -8973029.000000 Penalty: 20076.843750 Iteration 103Q: 49 clusters Score -8973029 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 22023 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1951 members Mstep: Class 6 contains 1227 members Mstep: Class 7 contains 12164 members Mstep: Class 8 contains 1330 members Mstep: Class 9 contains 11878 members Mstep: Class 10 contains 3770 members Mstep: Class 11 contains 2706 members Mstep: Class 12 contains 4286 members Mstep: Class 13 contains 2475 members Mstep: Class 14 contains 33528 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1750 members Mstep: Class 17 contains 3909 members Mstep: Class 18 contains 1312 members Mstep: Class 19 contains 8701 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 1968 members Mstep: Class 23 contains 1039 members Mstep: Class 24 contains 14116 members Mstep: Class 25 contains 7272 members Mstep: Class 26 contains 7732 members Mstep: Class 27 contains 498 members Mstep: Class 28 contains 4573 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13966 members Mstep: Class 31 contains 7086 members Mstep: Class 32 contains 3616 members Mstep: Class 33 contains 17149 members Mstep: Class 34 contains 3385 members Mstep: Class 35 contains 7394 members Mstep: Class 36 contains 6271 members Mstep: Class 37 contains 1312 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 19774 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4715 members Mstep: Class 42 contains 8521 members Mstep: Class 43 contains 580 members Mstep: Class 44 contains 905 members Mstep: Class 45 contains 27324 members Mstep: Class 46 contains 4844 members Mstep: Class 47 contains 2765 members Mstep: Class 48 contains 7316 members Entering Unmasked Estep ConsiderDeletion Score: -8973388.000000 Penalty: 20076.843750 Iteration 104Q: 49 clusters Score -8973388 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 21868 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 1212 members Mstep: Class 7 contains 12175 members Mstep: Class 8 contains 1421 members Mstep: Class 9 contains 11875 members Mstep: Class 10 contains 3766 members Mstep: Class 11 contains 2666 members Mstep: Class 12 contains 4336 members Mstep: Class 13 contains 2479 members Mstep: Class 14 contains 33438 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 3809 members Mstep: Class 18 contains 1307 members Mstep: Class 19 contains 8667 members Mstep: Class 20 contains 1152 members Mstep: Class 21 contains 3616 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1042 members Mstep: Class 24 contains 14147 members Mstep: Class 25 contains 7315 members Mstep: Class 26 contains 7722 members Mstep: Class 27 contains 498 members Mstep: Class 28 contains 4580 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13989 members Mstep: Class 31 contains 7133 members Mstep: Class 32 contains 3609 members Mstep: Class 33 contains 17143 members Mstep: Class 34 contains 3382 members Mstep: Class 35 contains 7489 members Mstep: Class 36 contains 6250 members Mstep: Class 37 contains 1324 members Mstep: Class 38 contains 1570 members Mstep: Class 39 contains 19788 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4723 members Mstep: Class 42 contains 8527 members Mstep: Class 43 contains 586 members Mstep: Class 44 contains 903 members Mstep: Class 45 contains 27325 members Mstep: Class 46 contains 4842 members Mstep: Class 47 contains 2755 members Mstep: Class 48 contains 7340 members Entering Unmasked Estep ConsiderDeletion Score: -8973732.000000 Penalty: 20076.843750 Iteration 105Q: 49 clusters Score -8973732 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 21721 members Mstep: Class 4 contains 1217 members Mstep: Class 5 contains 1946 members Mstep: Class 6 contains 1191 members Mstep: Class 7 contains 12195 members Mstep: Class 8 contains 1517 members Mstep: Class 9 contains 11870 members Mstep: Class 10 contains 3742 members Mstep: Class 11 contains 2630 members Mstep: Class 12 contains 4388 members Mstep: Class 13 contains 2481 members Mstep: Class 14 contains 33361 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1716 members Mstep: Class 17 contains 3709 members Mstep: Class 18 contains 1302 members Mstep: Class 19 contains 8626 members Mstep: Class 20 contains 1210 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1042 members Mstep: Class 24 contains 14179 members Mstep: Class 25 contains 7384 members Mstep: Class 26 contains 7715 members Mstep: Class 27 contains 498 members Mstep: Class 28 contains 4601 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14008 members Mstep: Class 31 contains 7182 members Mstep: Class 32 contains 3599 members Mstep: Class 33 contains 17113 members Mstep: Class 34 contains 3366 members Mstep: Class 35 contains 7581 members Mstep: Class 36 contains 6239 members Mstep: Class 37 contains 1335 members Mstep: Class 38 contains 1554 members Mstep: Class 39 contains 19805 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4732 members Mstep: Class 42 contains 8532 members Mstep: Class 43 contains 606 members Mstep: Class 44 contains 904 members Mstep: Class 45 contains 27322 members Mstep: Class 46 contains 4844 members Mstep: Class 47 contains 2746 members Mstep: Class 48 contains 7349 members Entering Unmasked Estep ConsiderDeletion Score: -8974411.000000 Penalty: 20076.843750 Iteration 106Q: 49 clusters Score -8974411 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 14813 members Mstep: Class 3 contains 21599 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 1942 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 12225 members Mstep: Class 8 contains 1627 members Mstep: Class 9 contains 11881 members Mstep: Class 10 contains 3705 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 4422 members Mstep: Class 13 contains 2483 members Mstep: Class 14 contains 33279 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1695 members Mstep: Class 17 contains 3635 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 8595 members Mstep: Class 20 contains 1270 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1969 members Mstep: Class 23 contains 1042 members Mstep: Class 24 contains 14220 members Mstep: Class 25 contains 7460 members Mstep: Class 26 contains 7695 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4617 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14027 members Mstep: Class 31 contains 7209 members Mstep: Class 32 contains 3592 members Mstep: Class 33 contains 17076 members Mstep: Class 34 contains 3388 members Mstep: Class 35 contains 7674 members Mstep: Class 36 contains 6164 members Mstep: Class 37 contains 1335 members Mstep: Class 38 contains 1540 members Mstep: Class 39 contains 19824 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4736 members Mstep: Class 42 contains 8542 members Mstep: Class 43 contains 626 members Mstep: Class 44 contains 903 members Mstep: Class 45 contains 27317 members Mstep: Class 46 contains 4849 members Mstep: Class 47 contains 2739 members Mstep: Class 48 contains 7362 members Entering Unmasked Estep ConsiderDeletion Score: -8975132.000000 Penalty: 20076.843750 Iteration 107Q: 49 clusters Score -8975132 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 14815 members Mstep: Class 3 contains 21454 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1946 members Mstep: Class 6 contains 1140 members Mstep: Class 7 contains 12244 members Mstep: Class 8 contains 1748 members Mstep: Class 9 contains 11891 members Mstep: Class 10 contains 3673 members Mstep: Class 11 contains 2557 members Mstep: Class 12 contains 4477 members Mstep: Class 13 contains 2483 members Mstep: Class 14 contains 33196 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1677 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 1299 members Mstep: Class 19 contains 8603 members Mstep: Class 20 contains 1333 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1969 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14279 members Mstep: Class 25 contains 7503 members Mstep: Class 26 contains 7663 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4623 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14048 members Mstep: Class 31 contains 7243 members Mstep: Class 32 contains 3585 members Mstep: Class 33 contains 17019 members Mstep: Class 34 contains 3382 members Mstep: Class 35 contains 7742 members Mstep: Class 36 contains 6048 members Mstep: Class 37 contains 1343 members Mstep: Class 38 contains 1520 members Mstep: Class 39 contains 19838 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4738 members Mstep: Class 42 contains 8546 members Mstep: Class 43 contains 638 members Mstep: Class 44 contains 909 members Mstep: Class 45 contains 27310 members Mstep: Class 46 contains 4850 members Mstep: Class 47 contains 2735 members Mstep: Class 48 contains 7375 members Entering Unmasked Estep ConsiderDeletion Score: -8975638.000000 Penalty: 20076.843750 Iteration 108Q: 49 clusters Score -8975638 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 14818 members Mstep: Class 3 contains 21310 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 1118 members Mstep: Class 7 contains 12272 members Mstep: Class 8 contains 1855 members Mstep: Class 9 contains 11905 members Mstep: Class 10 contains 3647 members Mstep: Class 11 contains 2516 members Mstep: Class 12 contains 4511 members Mstep: Class 13 contains 2483 members Mstep: Class 14 contains 33112 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1663 members Mstep: Class 17 contains 3742 members Mstep: Class 18 contains 1294 members Mstep: Class 19 contains 8617 members Mstep: Class 20 contains 1379 members Mstep: Class 21 contains 3621 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 14331 members Mstep: Class 25 contains 7508 members Mstep: Class 26 contains 7617 members Mstep: Class 27 contains 497 members Mstep: Class 28 contains 4633 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14061 members Mstep: Class 31 contains 7263 members Mstep: Class 32 contains 3576 members Mstep: Class 33 contains 16990 members Mstep: Class 34 contains 3388 members Mstep: Class 35 contains 7802 members Mstep: Class 36 contains 5949 members Mstep: Class 37 contains 1343 members Mstep: Class 38 contains 1518 members Mstep: Class 39 contains 19842 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4747 members Mstep: Class 42 contains 8550 members Mstep: Class 43 contains 650 members Mstep: Class 44 contains 921 members Mstep: Class 45 contains 27306 members Mstep: Class 46 contains 4850 members Mstep: Class 47 contains 2729 members Mstep: Class 48 contains 7383 members Entering Unmasked Estep ConsiderDeletion Score: -8975974.000000 Penalty: 20076.843750 Iteration 109Q: 49 clusters Score -8975974 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 14819 members Mstep: Class 3 contains 21150 members Mstep: Class 4 contains 1212 members Mstep: Class 5 contains 1952 members Mstep: Class 6 contains 1099 members Mstep: Class 7 contains 12284 members Mstep: Class 8 contains 1957 members Mstep: Class 9 contains 11919 members Mstep: Class 10 contains 3631 members Mstep: Class 11 contains 2500 members Mstep: Class 12 contains 4538 members Mstep: Class 13 contains 2485 members Mstep: Class 14 contains 33037 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1648 members Mstep: Class 17 contains 3786 members Mstep: Class 18 contains 1285 members Mstep: Class 19 contains 8644 members Mstep: Class 20 contains 1420 members Mstep: Class 21 contains 3619 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14370 members Mstep: Class 25 contains 7519 members Mstep: Class 26 contains 7590 members Mstep: Class 27 contains 496 members Mstep: Class 28 contains 4638 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14073 members Mstep: Class 31 contains 7286 members Mstep: Class 32 contains 3573 members Mstep: Class 33 contains 16967 members Mstep: Class 34 contains 3380 members Mstep: Class 35 contains 7869 members Mstep: Class 36 contains 5844 members Mstep: Class 37 contains 1343 members Mstep: Class 38 contains 1513 members Mstep: Class 39 contains 19853 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4756 members Mstep: Class 42 contains 8547 members Mstep: Class 43 contains 665 members Mstep: Class 44 contains 925 members Mstep: Class 45 contains 27306 members Mstep: Class 46 contains 4860 members Mstep: Class 47 contains 2727 members Mstep: Class 48 contains 7396 members Entering Unmasked Estep ConsiderDeletion Score: -8976140.000000 Penalty: 20076.843750 Iteration 110Q: 49 clusters Score -8976140 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 14818 members Mstep: Class 3 contains 21024 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1948 members Mstep: Class 6 contains 1086 members Mstep: Class 7 contains 12319 members Mstep: Class 8 contains 2079 members Mstep: Class 9 contains 11933 members Mstep: Class 10 contains 3628 members Mstep: Class 11 contains 2490 members Mstep: Class 12 contains 4568 members Mstep: Class 13 contains 2487 members Mstep: Class 14 contains 32955 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 3810 members Mstep: Class 18 contains 1281 members Mstep: Class 19 contains 8675 members Mstep: Class 20 contains 1451 members Mstep: Class 21 contains 3619 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14408 members Mstep: Class 25 contains 7521 members Mstep: Class 26 contains 7546 members Mstep: Class 27 contains 496 members Mstep: Class 28 contains 4642 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14088 members Mstep: Class 31 contains 7315 members Mstep: Class 32 contains 3571 members Mstep: Class 33 contains 16930 members Mstep: Class 34 contains 3372 members Mstep: Class 35 contains 7934 members Mstep: Class 36 contains 5731 members Mstep: Class 37 contains 1338 members Mstep: Class 38 contains 1511 members Mstep: Class 39 contains 19857 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4760 members Mstep: Class 42 contains 8546 members Mstep: Class 43 contains 678 members Mstep: Class 44 contains 926 members Mstep: Class 45 contains 27305 members Mstep: Class 46 contains 4868 members Mstep: Class 47 contains 2727 members Mstep: Class 48 contains 7403 members Entering Unmasked Estep ConsiderDeletion Score: -8976322.000000 Penalty: 20076.843750 Iteration 111Q: 49 clusters Score -8976322 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 20872 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 12343 members Mstep: Class 8 contains 2231 members Mstep: Class 9 contains 11945 members Mstep: Class 10 contains 3621 members Mstep: Class 11 contains 2472 members Mstep: Class 12 contains 4611 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 32872 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1620 members Mstep: Class 17 contains 3838 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 8731 members Mstep: Class 20 contains 1480 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1969 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14454 members Mstep: Class 25 contains 7523 members Mstep: Class 26 contains 7507 members Mstep: Class 27 contains 495 members Mstep: Class 28 contains 4645 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14097 members Mstep: Class 31 contains 7324 members Mstep: Class 32 contains 3569 members Mstep: Class 33 contains 16899 members Mstep: Class 34 contains 3342 members Mstep: Class 35 contains 8015 members Mstep: Class 36 contains 5590 members Mstep: Class 37 contains 1335 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 19863 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4766 members Mstep: Class 42 contains 8546 members Mstep: Class 43 contains 697 members Mstep: Class 44 contains 938 members Mstep: Class 45 contains 27300 members Mstep: Class 46 contains 4881 members Mstep: Class 47 contains 2726 members Mstep: Class 48 contains 7408 members Entering Unmasked Estep ConsiderDeletion Score: -8976764.000000 Penalty: 20076.843750 Iteration 112Q: 49 clusters Score -8976764 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 20726 members Mstep: Class 4 contains 1216 members Mstep: Class 5 contains 1959 members Mstep: Class 6 contains 1060 members Mstep: Class 7 contains 12371 members Mstep: Class 8 contains 2393 members Mstep: Class 9 contains 11954 members Mstep: Class 10 contains 3618 members Mstep: Class 11 contains 2455 members Mstep: Class 12 contains 4659 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 32788 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 3849 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 8798 members Mstep: Class 20 contains 1476 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 14480 members Mstep: Class 25 contains 7529 members Mstep: Class 26 contains 7460 members Mstep: Class 27 contains 493 members Mstep: Class 28 contains 4646 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14107 members Mstep: Class 31 contains 7309 members Mstep: Class 32 contains 3569 members Mstep: Class 33 contains 16886 members Mstep: Class 34 contains 3319 members Mstep: Class 35 contains 8085 members Mstep: Class 36 contains 5449 members Mstep: Class 37 contains 1328 members Mstep: Class 38 contains 1507 members Mstep: Class 39 contains 19883 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4769 members Mstep: Class 42 contains 8551 members Mstep: Class 43 contains 742 members Mstep: Class 44 contains 952 members Mstep: Class 45 contains 27298 members Mstep: Class 46 contains 4887 members Mstep: Class 47 contains 2727 members Mstep: Class 48 contains 7413 members Entering Unmasked Estep ConsiderDeletion Score: -8977737.000000 Penalty: 20076.843750 Iteration 113Q: 49 clusters Score -8977737 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 14823 members Mstep: Class 3 contains 20597 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 1966 members Mstep: Class 6 contains 1052 members Mstep: Class 7 contains 12403 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 11962 members Mstep: Class 10 contains 3625 members Mstep: Class 11 contains 2447 members Mstep: Class 12 contains 4699 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 32688 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1612 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 8862 members Mstep: Class 20 contains 1580 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 14501 members Mstep: Class 25 contains 7527 members Mstep: Class 26 contains 7412 members Mstep: Class 27 contains 493 members Mstep: Class 28 contains 4646 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14110 members Mstep: Class 31 contains 7288 members Mstep: Class 32 contains 3572 members Mstep: Class 33 contains 16883 members Mstep: Class 34 contains 3236 members Mstep: Class 35 contains 8167 members Mstep: Class 36 contains 5308 members Mstep: Class 37 contains 1320 members Mstep: Class 38 contains 1499 members Mstep: Class 39 contains 19903 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4771 members Mstep: Class 42 contains 8554 members Mstep: Class 43 contains 763 members Mstep: Class 44 contains 960 members Mstep: Class 45 contains 27296 members Mstep: Class 46 contains 4896 members Mstep: Class 47 contains 2728 members Mstep: Class 48 contains 7409 members Entering Unmasked Estep ConsiderDeletion Score: -8978276.000000 Penalty: 20076.843750 Iteration 114Q: 49 clusters Score -8978276 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 20476 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 1969 members Mstep: Class 6 contains 1042 members Mstep: Class 7 contains 12432 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 11973 members Mstep: Class 10 contains 3628 members Mstep: Class 11 contains 2442 members Mstep: Class 12 contains 4731 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 32593 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 3855 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 8912 members Mstep: Class 20 contains 1692 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14499 members Mstep: Class 25 contains 7527 members Mstep: Class 26 contains 7361 members Mstep: Class 27 contains 494 members Mstep: Class 28 contains 4647 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14107 members Mstep: Class 31 contains 7296 members Mstep: Class 32 contains 3575 members Mstep: Class 33 contains 16872 members Mstep: Class 34 contains 3147 members Mstep: Class 35 contains 8242 members Mstep: Class 36 contains 5182 members Mstep: Class 37 contains 1317 members Mstep: Class 38 contains 1508 members Mstep: Class 39 contains 19932 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4774 members Mstep: Class 42 contains 8558 members Mstep: Class 43 contains 781 members Mstep: Class 44 contains 971 members Mstep: Class 45 contains 27296 members Mstep: Class 46 contains 4903 members Mstep: Class 47 contains 2729 members Mstep: Class 48 contains 7412 members Entering Unmasked Estep ConsiderDeletion Score: -8978646.000000 Penalty: 20076.843750 Iteration 115Q: 49 clusters Score -8978646 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 20370 members Mstep: Class 4 contains 1211 members Mstep: Class 5 contains 1971 members Mstep: Class 6 contains 1035 members Mstep: Class 7 contains 12454 members Mstep: Class 8 contains 2787 members Mstep: Class 9 contains 11977 members Mstep: Class 10 contains 3630 members Mstep: Class 11 contains 2438 members Mstep: Class 12 contains 4770 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 32498 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1603 members Mstep: Class 17 contains 3846 members Mstep: Class 18 contains 1277 members Mstep: Class 19 contains 8959 members Mstep: Class 20 contains 1800 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 14507 members Mstep: Class 25 contains 7530 members Mstep: Class 26 contains 7310 members Mstep: Class 27 contains 495 members Mstep: Class 28 contains 4647 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14116 members Mstep: Class 31 contains 7304 members Mstep: Class 32 contains 3577 members Mstep: Class 33 contains 16847 members Mstep: Class 34 contains 3062 members Mstep: Class 35 contains 8327 members Mstep: Class 36 contains 5094 members Mstep: Class 37 contains 1310 members Mstep: Class 38 contains 1514 members Mstep: Class 39 contains 19955 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4775 members Mstep: Class 42 contains 8556 members Mstep: Class 43 contains 793 members Mstep: Class 44 contains 975 members Mstep: Class 45 contains 27294 members Mstep: Class 46 contains 4922 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7418 members Entering Unmasked Estep ConsiderDeletion Score: -8978954.000000 Penalty: 20076.843750 Iteration 116Q: 49 clusters Score -8978954 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 20247 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 1971 members Mstep: Class 6 contains 1026 members Mstep: Class 7 contains 12466 members Mstep: Class 8 contains 2862 members Mstep: Class 9 contains 11981 members Mstep: Class 10 contains 3637 members Mstep: Class 11 contains 2425 members Mstep: Class 12 contains 4806 members Mstep: Class 13 contains 2499 members Mstep: Class 14 contains 32427 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1592 members Mstep: Class 17 contains 3855 members Mstep: Class 18 contains 1281 members Mstep: Class 19 contains 9010 members Mstep: Class 20 contains 1898 members Mstep: Class 21 contains 3617 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14498 members Mstep: Class 25 contains 7542 members Mstep: Class 26 contains 7248 members Mstep: Class 27 contains 495 members Mstep: Class 28 contains 4647 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14122 members Mstep: Class 31 contains 7305 members Mstep: Class 32 contains 3581 members Mstep: Class 33 contains 16844 members Mstep: Class 34 contains 2995 members Mstep: Class 35 contains 8398 members Mstep: Class 36 contains 5039 members Mstep: Class 37 contains 1310 members Mstep: Class 38 contains 1513 members Mstep: Class 39 contains 19973 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4777 members Mstep: Class 42 contains 8558 members Mstep: Class 43 contains 807 members Mstep: Class 44 contains 966 members Mstep: Class 45 contains 27295 members Mstep: Class 46 contains 4929 members Mstep: Class 47 contains 2731 members Mstep: Class 48 contains 7424 members Entering Unmasked Estep ConsiderDeletion Score: -8979207.000000 Penalty: 20076.843750 Iteration 117Q: 49 clusters Score -8979207 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 20156 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 1972 members Mstep: Class 6 contains 1017 members Mstep: Class 7 contains 12491 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 11977 members Mstep: Class 10 contains 3636 members Mstep: Class 11 contains 2414 members Mstep: Class 12 contains 4832 members Mstep: Class 13 contains 2502 members Mstep: Class 14 contains 32351 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1587 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 1282 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 1988 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14492 members Mstep: Class 25 contains 7560 members Mstep: Class 26 contains 7197 members Mstep: Class 27 contains 494 members Mstep: Class 28 contains 4651 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14124 members Mstep: Class 31 contains 7304 members Mstep: Class 32 contains 3583 members Mstep: Class 33 contains 16853 members Mstep: Class 34 contains 2940 members Mstep: Class 35 contains 8477 members Mstep: Class 36 contains 4957 members Mstep: Class 37 contains 1312 members Mstep: Class 38 contains 1524 members Mstep: Class 39 contains 20000 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4780 members Mstep: Class 42 contains 8560 members Mstep: Class 43 contains 815 members Mstep: Class 44 contains 960 members Mstep: Class 45 contains 27294 members Mstep: Class 46 contains 4931 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7420 members Entering Unmasked Estep ConsiderDeletion Score: -8979435.000000 Penalty: 20076.843750 Iteration 118Q: 49 clusters Score -8979435 nChanged 873 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 20073 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 1970 members Mstep: Class 6 contains 1007 members Mstep: Class 7 contains 12505 members Mstep: Class 8 contains 3001 members Mstep: Class 9 contains 11979 members Mstep: Class 10 contains 3631 members Mstep: Class 11 contains 2411 members Mstep: Class 12 contains 4854 members Mstep: Class 13 contains 2509 members Mstep: Class 14 contains 32288 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1589 members Mstep: Class 17 contains 3872 members Mstep: Class 18 contains 1285 members Mstep: Class 19 contains 9075 members Mstep: Class 20 contains 2057 members Mstep: Class 21 contains 3615 members Mstep: Class 22 contains 1969 members Mstep: Class 23 contains 1048 members Mstep: Class 24 contains 14475 members Mstep: Class 25 contains 7583 members Mstep: Class 26 contains 7140 members Mstep: Class 27 contains 495 members Mstep: Class 28 contains 4653 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14112 members Mstep: Class 31 contains 7295 members Mstep: Class 32 contains 3583 members Mstep: Class 33 contains 16849 members Mstep: Class 34 contains 2927 members Mstep: Class 35 contains 8548 members Mstep: Class 36 contains 4889 members Mstep: Class 37 contains 1310 members Mstep: Class 38 contains 1528 members Mstep: Class 39 contains 20035 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4783 members Mstep: Class 42 contains 8570 members Mstep: Class 43 contains 818 members Mstep: Class 44 contains 959 members Mstep: Class 45 contains 27294 members Mstep: Class 46 contains 4934 members Mstep: Class 47 contains 2729 members Mstep: Class 48 contains 7418 members Entering Unmasked Estep ConsiderDeletion Score: -8979549.000000 Penalty: 20076.843750 Iteration 119Q: 49 clusters Score -8979549 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 20001 members Mstep: Class 4 contains 1216 members Mstep: Class 5 contains 1969 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 12510 members Mstep: Class 8 contains 3050 members Mstep: Class 9 contains 11969 members Mstep: Class 10 contains 3630 members Mstep: Class 11 contains 2410 members Mstep: Class 12 contains 4882 members Mstep: Class 13 contains 2516 members Mstep: Class 14 contains 32238 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1598 members Mstep: Class 17 contains 3881 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 9105 members Mstep: Class 20 contains 2114 members Mstep: Class 21 contains 3614 members Mstep: Class 22 contains 1968 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14461 members Mstep: Class 25 contains 7604 members Mstep: Class 26 contains 7102 members Mstep: Class 27 contains 497 members Mstep: Class 28 contains 4654 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14093 members Mstep: Class 31 contains 7276 members Mstep: Class 32 contains 3584 members Mstep: Class 33 contains 16839 members Mstep: Class 34 contains 2922 members Mstep: Class 35 contains 8593 members Mstep: Class 36 contains 4843 members Mstep: Class 37 contains 1307 members Mstep: Class 38 contains 1543 members Mstep: Class 39 contains 20072 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4784 members Mstep: Class 42 contains 8583 members Mstep: Class 43 contains 809 members Mstep: Class 44 contains 959 members Mstep: Class 45 contains 27294 members Mstep: Class 46 contains 4934 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7420 members Entering Unmasked Estep ConsiderDeletion Score: -8979733.000000 Penalty: 20076.843750 Iteration 120F: 49 clusters Score -8979733 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19941 members Mstep: Class 4 contains 1218 members Mstep: Class 5 contains 1967 members Mstep: Class 6 contains 990 members Mstep: Class 7 contains 12505 members Mstep: Class 8 contains 3148 members Mstep: Class 9 contains 11957 members Mstep: Class 10 contains 3632 members Mstep: Class 11 contains 2405 members Mstep: Class 12 contains 4904 members Mstep: Class 13 contains 2530 members Mstep: Class 14 contains 32191 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 3889 members Mstep: Class 18 contains 1286 members Mstep: Class 19 contains 9140 members Mstep: Class 20 contains 2149 members Mstep: Class 21 contains 3610 members Mstep: Class 22 contains 1966 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 14454 members Mstep: Class 25 contains 7616 members Mstep: Class 26 contains 7073 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4655 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14059 members Mstep: Class 31 contains 7269 members Mstep: Class 32 contains 3582 members Mstep: Class 33 contains 16834 members Mstep: Class 34 contains 2941 members Mstep: Class 35 contains 8633 members Mstep: Class 36 contains 4771 members Mstep: Class 37 contains 1300 members Mstep: Class 38 contains 1550 members Mstep: Class 39 contains 20092 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4785 members Mstep: Class 42 contains 8589 members Mstep: Class 43 contains 788 members Mstep: Class 44 contains 969 members Mstep: Class 45 contains 27294 members Mstep: Class 46 contains 4937 members Mstep: Class 47 contains 2731 members Mstep: Class 48 contains 7419 members Entering Unmasked Estep ConsiderDeletion Score: -8979927.000000 Penalty: 20076.843750 Iteration 121Q: 49 clusters Score -8979927 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19885 members Mstep: Class 4 contains 1219 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 987 members Mstep: Class 7 contains 12509 members Mstep: Class 8 contains 3213 members Mstep: Class 9 contains 11939 members Mstep: Class 10 contains 3632 members Mstep: Class 11 contains 2403 members Mstep: Class 12 contains 4933 members Mstep: Class 13 contains 2549 members Mstep: Class 14 contains 32153 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1638 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 1287 members Mstep: Class 19 contains 9175 members Mstep: Class 20 contains 2176 members Mstep: Class 21 contains 3608 members Mstep: Class 22 contains 1965 members Mstep: Class 23 contains 1043 members Mstep: Class 24 contains 14450 members Mstep: Class 25 contains 7628 members Mstep: Class 26 contains 7025 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4658 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 14015 members Mstep: Class 31 contains 7259 members Mstep: Class 32 contains 3583 members Mstep: Class 33 contains 16812 members Mstep: Class 34 contains 2965 members Mstep: Class 35 contains 8665 members Mstep: Class 36 contains 4732 members Mstep: Class 37 contains 1297 members Mstep: Class 38 contains 1552 members Mstep: Class 39 contains 20121 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4786 members Mstep: Class 42 contains 8590 members Mstep: Class 43 contains 775 members Mstep: Class 44 contains 974 members Mstep: Class 45 contains 27293 members Mstep: Class 46 contains 4936 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7419 members Entering Unmasked Estep ConsiderDeletion Score: -8980101.000000 Penalty: 20076.843750 Iteration 122Q: 49 clusters Score -8980101 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19819 members Mstep: Class 4 contains 1221 members Mstep: Class 5 contains 1960 members Mstep: Class 6 contains 981 members Mstep: Class 7 contains 12518 members Mstep: Class 8 contains 3267 members Mstep: Class 9 contains 11916 members Mstep: Class 10 contains 3633 members Mstep: Class 11 contains 2404 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 2565 members Mstep: Class 14 contains 32118 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1653 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 1290 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 2197 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1964 members Mstep: Class 23 contains 1041 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 7652 members Mstep: Class 26 contains 6975 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4661 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13987 members Mstep: Class 31 contains 7261 members Mstep: Class 32 contains 3585 members Mstep: Class 33 contains 16796 members Mstep: Class 34 contains 2994 members Mstep: Class 35 contains 8702 members Mstep: Class 36 contains 4688 members Mstep: Class 37 contains 1296 members Mstep: Class 38 contains 1551 members Mstep: Class 39 contains 20139 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4788 members Mstep: Class 42 contains 8589 members Mstep: Class 43 contains 762 members Mstep: Class 44 contains 974 members Mstep: Class 45 contains 27291 members Mstep: Class 46 contains 4937 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7421 members Entering Unmasked Estep ConsiderDeletion Score: -8980205.000000 Penalty: 20076.843750 Iteration 123Q: 49 clusters Score -8980205 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19756 members Mstep: Class 4 contains 1223 members Mstep: Class 5 contains 1959 members Mstep: Class 6 contains 975 members Mstep: Class 7 contains 12515 members Mstep: Class 8 contains 3317 members Mstep: Class 9 contains 11888 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 2401 members Mstep: Class 12 contains 4989 members Mstep: Class 13 contains 2579 members Mstep: Class 14 contains 32087 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1672 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 1296 members Mstep: Class 19 contains 9226 members Mstep: Class 20 contains 2208 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1963 members Mstep: Class 23 contains 1039 members Mstep: Class 24 contains 14474 members Mstep: Class 25 contains 7679 members Mstep: Class 26 contains 6935 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 4664 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13956 members Mstep: Class 31 contains 7270 members Mstep: Class 32 contains 3587 members Mstep: Class 33 contains 16774 members Mstep: Class 34 contains 3014 members Mstep: Class 35 contains 8732 members Mstep: Class 36 contains 4657 members Mstep: Class 37 contains 1292 members Mstep: Class 38 contains 1550 members Mstep: Class 39 contains 20161 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4787 members Mstep: Class 42 contains 8585 members Mstep: Class 43 contains 754 members Mstep: Class 44 contains 971 members Mstep: Class 45 contains 27288 members Mstep: Class 46 contains 4937 members Mstep: Class 47 contains 2734 members Mstep: Class 48 contains 7422 members Entering Unmasked Estep ConsiderDeletion Score: -8980341.000000 Penalty: 20076.843750 Iteration 124Q: 49 clusters Score -8980341 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19694 members Mstep: Class 4 contains 1223 members Mstep: Class 5 contains 1959 members Mstep: Class 6 contains 970 members Mstep: Class 7 contains 12520 members Mstep: Class 8 contains 3371 members Mstep: Class 9 contains 11859 members Mstep: Class 10 contains 3648 members Mstep: Class 11 contains 2402 members Mstep: Class 12 contains 5008 members Mstep: Class 13 contains 2574 members Mstep: Class 14 contains 32063 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1699 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 1301 members Mstep: Class 19 contains 9241 members Mstep: Class 20 contains 2225 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1963 members Mstep: Class 23 contains 1039 members Mstep: Class 24 contains 14479 members Mstep: Class 25 contains 7709 members Mstep: Class 26 contains 6906 members Mstep: Class 27 contains 505 members Mstep: Class 28 contains 4667 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13931 members Mstep: Class 31 contains 7280 members Mstep: Class 32 contains 3587 members Mstep: Class 33 contains 16758 members Mstep: Class 34 contains 3033 members Mstep: Class 35 contains 8760 members Mstep: Class 36 contains 4605 members Mstep: Class 37 contains 1292 members Mstep: Class 38 contains 1549 members Mstep: Class 39 contains 20177 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4789 members Mstep: Class 42 contains 8582 members Mstep: Class 43 contains 747 members Mstep: Class 44 contains 960 members Mstep: Class 45 contains 27286 members Mstep: Class 46 contains 4940 members Mstep: Class 47 contains 2735 members Mstep: Class 48 contains 7424 members Entering Unmasked Estep ConsiderDeletion Score: -8980478.000000 Penalty: 20076.843750 Iteration 125Q: 49 clusters Score -8980478 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19631 members Mstep: Class 4 contains 1224 members Mstep: Class 5 contains 1957 members Mstep: Class 6 contains 966 members Mstep: Class 7 contains 12507 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 11835 members Mstep: Class 10 contains 3644 members Mstep: Class 11 contains 2418 members Mstep: Class 12 contains 5026 members Mstep: Class 13 contains 2573 members Mstep: Class 14 contains 32045 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1725 members Mstep: Class 17 contains 3941 members Mstep: Class 18 contains 1307 members Mstep: Class 19 contains 9256 members Mstep: Class 20 contains 2248 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1039 members Mstep: Class 24 contains 14484 members Mstep: Class 25 contains 7727 members Mstep: Class 26 contains 6889 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 4668 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13905 members Mstep: Class 31 contains 7292 members Mstep: Class 32 contains 3587 members Mstep: Class 33 contains 16747 members Mstep: Class 34 contains 3051 members Mstep: Class 35 contains 8782 members Mstep: Class 36 contains 4563 members Mstep: Class 37 contains 1290 members Mstep: Class 38 contains 1550 members Mstep: Class 39 contains 20193 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4792 members Mstep: Class 42 contains 8577 members Mstep: Class 43 contains 744 members Mstep: Class 44 contains 948 members Mstep: Class 45 contains 27284 members Mstep: Class 46 contains 4940 members Mstep: Class 47 contains 2737 members Mstep: Class 48 contains 7427 members Entering Unmasked Estep ConsiderDeletion Score: -8980568.000000 Penalty: 20076.843750 Iteration 126Q: 49 clusters Score -8980568 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19574 members Mstep: Class 4 contains 1226 members Mstep: Class 5 contains 1961 members Mstep: Class 6 contains 968 members Mstep: Class 7 contains 12503 members Mstep: Class 8 contains 3457 members Mstep: Class 9 contains 11798 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2426 members Mstep: Class 12 contains 5038 members Mstep: Class 13 contains 2571 members Mstep: Class 14 contains 32026 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1753 members Mstep: Class 17 contains 3949 members Mstep: Class 18 contains 1321 members Mstep: Class 19 contains 9274 members Mstep: Class 20 contains 2257 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1039 members Mstep: Class 24 contains 14480 members Mstep: Class 25 contains 7748 members Mstep: Class 26 contains 6873 members Mstep: Class 27 contains 509 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13880 members Mstep: Class 31 contains 7304 members Mstep: Class 32 contains 3584 members Mstep: Class 33 contains 16733 members Mstep: Class 34 contains 3069 members Mstep: Class 35 contains 8802 members Mstep: Class 36 contains 4540 members Mstep: Class 37 contains 1289 members Mstep: Class 38 contains 1546 members Mstep: Class 39 contains 20211 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4790 members Mstep: Class 42 contains 8573 members Mstep: Class 43 contains 741 members Mstep: Class 44 contains 942 members Mstep: Class 45 contains 27279 members Mstep: Class 46 contains 4942 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7428 members Entering Unmasked Estep ConsiderDeletion Score: -8980566.000000 Penalty: 20076.843750 Iteration 127Q: 49 clusters Score -8980566 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19524 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 1963 members Mstep: Class 6 contains 972 members Mstep: Class 7 contains 12505 members Mstep: Class 8 contains 3488 members Mstep: Class 9 contains 11764 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 2429 members Mstep: Class 12 contains 5049 members Mstep: Class 13 contains 2572 members Mstep: Class 14 contains 32014 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1782 members Mstep: Class 17 contains 3955 members Mstep: Class 18 contains 1328 members Mstep: Class 19 contains 9281 members Mstep: Class 20 contains 2263 members Mstep: Class 21 contains 3609 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1041 members Mstep: Class 24 contains 14473 members Mstep: Class 25 contains 7770 members Mstep: Class 26 contains 6848 members Mstep: Class 27 contains 511 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13857 members Mstep: Class 31 contains 7307 members Mstep: Class 32 contains 3580 members Mstep: Class 33 contains 16729 members Mstep: Class 34 contains 3092 members Mstep: Class 35 contains 8816 members Mstep: Class 36 contains 4533 members Mstep: Class 37 contains 1286 members Mstep: Class 38 contains 1544 members Mstep: Class 39 contains 20226 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4787 members Mstep: Class 42 contains 8567 members Mstep: Class 43 contains 738 members Mstep: Class 44 contains 938 members Mstep: Class 45 contains 27272 members Mstep: Class 46 contains 4948 members Mstep: Class 47 contains 2734 members Mstep: Class 48 contains 7430 members Entering Unmasked Estep ConsiderDeletion Score: -8980629.000000 Penalty: 20076.843750 Iteration 128Q: 49 clusters Score -8980629 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 19491 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 12516 members Mstep: Class 8 contains 3510 members Mstep: Class 9 contains 11728 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2429 members Mstep: Class 12 contains 5063 members Mstep: Class 13 contains 2587 members Mstep: Class 14 contains 32005 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1805 members Mstep: Class 17 contains 3964 members Mstep: Class 18 contains 1332 members Mstep: Class 19 contains 9290 members Mstep: Class 20 contains 2272 members Mstep: Class 21 contains 3608 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1043 members Mstep: Class 24 contains 14476 members Mstep: Class 25 contains 7789 members Mstep: Class 26 contains 6805 members Mstep: Class 27 contains 512 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13821 members Mstep: Class 31 contains 7306 members Mstep: Class 32 contains 3578 members Mstep: Class 33 contains 16718 members Mstep: Class 34 contains 3111 members Mstep: Class 35 contains 8826 members Mstep: Class 36 contains 4539 members Mstep: Class 37 contains 1286 members Mstep: Class 38 contains 1546 members Mstep: Class 39 contains 20244 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4787 members Mstep: Class 42 contains 8562 members Mstep: Class 43 contains 732 members Mstep: Class 44 contains 934 members Mstep: Class 45 contains 27268 members Mstep: Class 46 contains 4956 members Mstep: Class 47 contains 2734 members Mstep: Class 48 contains 7432 members Entering Unmasked Estep ConsiderDeletion Score: -8980730.000000 Penalty: 20076.843750 Iteration 129Q: 49 clusters Score -8980730 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19453 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 967 members Mstep: Class 7 contains 12516 members Mstep: Class 8 contains 3537 members Mstep: Class 9 contains 11705 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2429 members Mstep: Class 12 contains 5079 members Mstep: Class 13 contains 2611 members Mstep: Class 14 contains 32000 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1833 members Mstep: Class 17 contains 3975 members Mstep: Class 18 contains 1337 members Mstep: Class 19 contains 9301 members Mstep: Class 20 contains 2283 members Mstep: Class 21 contains 3606 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14481 members Mstep: Class 25 contains 7813 members Mstep: Class 26 contains 6753 members Mstep: Class 27 contains 513 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13767 members Mstep: Class 31 contains 7310 members Mstep: Class 32 contains 3577 members Mstep: Class 33 contains 16706 members Mstep: Class 34 contains 3125 members Mstep: Class 35 contains 8829 members Mstep: Class 36 contains 4546 members Mstep: Class 37 contains 1275 members Mstep: Class 38 contains 1556 members Mstep: Class 39 contains 20261 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4787 members Mstep: Class 42 contains 8561 members Mstep: Class 43 contains 726 members Mstep: Class 44 contains 932 members Mstep: Class 45 contains 27267 members Mstep: Class 46 contains 4958 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7435 members Entering Unmasked Estep ConsiderDeletion Score: -8980770.000000 Penalty: 20076.843750 Iteration 130Q: 49 clusters Score -8980770 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19420 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 1967 members Mstep: Class 6 contains 964 members Mstep: Class 7 contains 12502 members Mstep: Class 8 contains 3561 members Mstep: Class 9 contains 11680 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2424 members Mstep: Class 12 contains 5088 members Mstep: Class 13 contains 2629 members Mstep: Class 14 contains 31992 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1860 members Mstep: Class 17 contains 3983 members Mstep: Class 18 contains 1339 members Mstep: Class 19 contains 9321 members Mstep: Class 20 contains 2292 members Mstep: Class 21 contains 3606 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14493 members Mstep: Class 25 contains 7830 members Mstep: Class 26 contains 6727 members Mstep: Class 27 contains 514 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13720 members Mstep: Class 31 contains 7309 members Mstep: Class 32 contains 3575 members Mstep: Class 33 contains 16697 members Mstep: Class 34 contains 3146 members Mstep: Class 35 contains 8841 members Mstep: Class 36 contains 4552 members Mstep: Class 37 contains 1270 members Mstep: Class 38 contains 1561 members Mstep: Class 39 contains 20272 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4790 members Mstep: Class 42 contains 8559 members Mstep: Class 43 contains 719 members Mstep: Class 44 contains 928 members Mstep: Class 45 contains 27264 members Mstep: Class 46 contains 4959 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7438 members Entering Unmasked Estep ConsiderDeletion Score: -8980820.000000 Penalty: 20076.843750 Iteration 131Q: 49 clusters Score -8980820 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19398 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1968 members Mstep: Class 6 contains 965 members Mstep: Class 7 contains 12487 members Mstep: Class 8 contains 3592 members Mstep: Class 9 contains 11654 members Mstep: Class 10 contains 3642 members Mstep: Class 11 contains 2420 members Mstep: Class 12 contains 5095 members Mstep: Class 13 contains 2629 members Mstep: Class 14 contains 31978 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1887 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1346 members Mstep: Class 19 contains 9334 members Mstep: Class 20 contains 2296 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14490 members Mstep: Class 25 contains 7846 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 515 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13691 members Mstep: Class 31 contains 7310 members Mstep: Class 32 contains 3571 members Mstep: Class 33 contains 16692 members Mstep: Class 34 contains 3161 members Mstep: Class 35 contains 8850 members Mstep: Class 36 contains 4563 members Mstep: Class 37 contains 1266 members Mstep: Class 38 contains 1565 members Mstep: Class 39 contains 20289 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4793 members Mstep: Class 42 contains 8555 members Mstep: Class 43 contains 716 members Mstep: Class 44 contains 920 members Mstep: Class 45 contains 27262 members Mstep: Class 46 contains 4962 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7438 members Entering Unmasked Estep ConsiderDeletion Score: -8980858.000000 Penalty: 20076.843750 Iteration 132Q: 49 clusters Score -8980858 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19369 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 963 members Mstep: Class 7 contains 12471 members Mstep: Class 8 contains 3614 members Mstep: Class 9 contains 11637 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2423 members Mstep: Class 12 contains 5098 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 31967 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1904 members Mstep: Class 17 contains 3995 members Mstep: Class 18 contains 1352 members Mstep: Class 19 contains 9330 members Mstep: Class 20 contains 2305 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14487 members Mstep: Class 25 contains 7864 members Mstep: Class 26 contains 6676 members Mstep: Class 27 contains 517 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13677 members Mstep: Class 31 contains 7324 members Mstep: Class 32 contains 3569 members Mstep: Class 33 contains 16687 members Mstep: Class 34 contains 3176 members Mstep: Class 35 contains 8865 members Mstep: Class 36 contains 4577 members Mstep: Class 37 contains 1261 members Mstep: Class 38 contains 1571 members Mstep: Class 39 contains 20308 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4795 members Mstep: Class 42 contains 8553 members Mstep: Class 43 contains 714 members Mstep: Class 44 contains 912 members Mstep: Class 45 contains 27257 members Mstep: Class 46 contains 4962 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7438 members Entering Unmasked Estep ConsiderDeletion Score: -8980891.000000 Penalty: 20076.843750 Iteration 133Q: 49 clusters Score -8980891 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19344 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1963 members Mstep: Class 6 contains 959 members Mstep: Class 7 contains 12456 members Mstep: Class 8 contains 3622 members Mstep: Class 9 contains 11627 members Mstep: Class 10 contains 3642 members Mstep: Class 11 contains 2423 members Mstep: Class 12 contains 5115 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 31962 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1923 members Mstep: Class 17 contains 4000 members Mstep: Class 18 contains 1356 members Mstep: Class 19 contains 9327 members Mstep: Class 20 contains 2315 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14484 members Mstep: Class 25 contains 7890 members Mstep: Class 26 contains 6631 members Mstep: Class 27 contains 518 members Mstep: Class 28 contains 4669 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13665 members Mstep: Class 31 contains 7338 members Mstep: Class 32 contains 3566 members Mstep: Class 33 contains 16669 members Mstep: Class 34 contains 3187 members Mstep: Class 35 contains 8877 members Mstep: Class 36 contains 4603 members Mstep: Class 37 contains 1260 members Mstep: Class 38 contains 1578 members Mstep: Class 39 contains 20321 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4795 members Mstep: Class 42 contains 8552 members Mstep: Class 43 contains 712 members Mstep: Class 44 contains 908 members Mstep: Class 45 contains 27249 members Mstep: Class 46 contains 4961 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7439 members Entering Unmasked Estep ConsiderDeletion Score: -8980941.000000 Penalty: 20076.843750 Iteration 134Q: 49 clusters Score -8980941 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19319 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1962 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 12442 members Mstep: Class 8 contains 3635 members Mstep: Class 9 contains 11615 members Mstep: Class 10 contains 3644 members Mstep: Class 11 contains 2425 members Mstep: Class 12 contains 5137 members Mstep: Class 13 contains 2639 members Mstep: Class 14 contains 31958 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1937 members Mstep: Class 17 contains 4001 members Mstep: Class 18 contains 1356 members Mstep: Class 19 contains 9330 members Mstep: Class 20 contains 2323 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14478 members Mstep: Class 25 contains 7907 members Mstep: Class 26 contains 6590 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4669 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13653 members Mstep: Class 31 contains 7351 members Mstep: Class 32 contains 3564 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3192 members Mstep: Class 35 contains 8878 members Mstep: Class 36 contains 4633 members Mstep: Class 37 contains 1260 members Mstep: Class 38 contains 1584 members Mstep: Class 39 contains 20337 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4797 members Mstep: Class 42 contains 8550 members Mstep: Class 43 contains 711 members Mstep: Class 44 contains 905 members Mstep: Class 45 contains 27241 members Mstep: Class 46 contains 4960 members Mstep: Class 47 contains 2732 members Mstep: Class 48 contains 7435 members Entering Unmasked Estep ConsiderDeletion Score: -8980951.000000 Penalty: 20076.843750 Iteration 135Q: 49 clusters Score -8980951 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19298 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1963 members Mstep: Class 6 contains 951 members Mstep: Class 7 contains 12424 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 11593 members Mstep: Class 10 contains 3644 members Mstep: Class 11 contains 2425 members Mstep: Class 12 contains 5158 members Mstep: Class 13 contains 2641 members Mstep: Class 14 contains 31954 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1953 members Mstep: Class 17 contains 3999 members Mstep: Class 18 contains 1357 members Mstep: Class 19 contains 9340 members Mstep: Class 20 contains 2331 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14472 members Mstep: Class 25 contains 7921 members Mstep: Class 26 contains 6579 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4668 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13640 members Mstep: Class 31 contains 7355 members Mstep: Class 32 contains 3562 members Mstep: Class 33 contains 16633 members Mstep: Class 34 contains 3201 members Mstep: Class 35 contains 8885 members Mstep: Class 36 contains 4656 members Mstep: Class 37 contains 1258 members Mstep: Class 38 contains 1587 members Mstep: Class 39 contains 20353 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4797 members Mstep: Class 42 contains 8550 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 903 members Mstep: Class 45 contains 27236 members Mstep: Class 46 contains 4958 members Mstep: Class 47 contains 2732 members Mstep: Class 48 contains 7435 members Entering Unmasked Estep ConsiderDeletion Score: -8980978.000000 Penalty: 20076.843750 Iteration 136Q: 49 clusters Score -8980978 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19269 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 945 members Mstep: Class 7 contains 12405 members Mstep: Class 8 contains 3664 members Mstep: Class 9 contains 11574 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 2423 members Mstep: Class 12 contains 5170 members Mstep: Class 13 contains 2640 members Mstep: Class 14 contains 31955 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1965 members Mstep: Class 17 contains 4000 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 9348 members Mstep: Class 20 contains 2335 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14470 members Mstep: Class 25 contains 7929 members Mstep: Class 26 contains 6574 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4667 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13630 members Mstep: Class 31 contains 7357 members Mstep: Class 32 contains 3562 members Mstep: Class 33 contains 16630 members Mstep: Class 34 contains 3214 members Mstep: Class 35 contains 8887 members Mstep: Class 36 contains 4662 members Mstep: Class 37 contains 1259 members Mstep: Class 38 contains 1589 members Mstep: Class 39 contains 20368 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4797 members Mstep: Class 42 contains 8552 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 901 members Mstep: Class 45 contains 27235 members Mstep: Class 46 contains 4957 members Mstep: Class 47 contains 2732 members Mstep: Class 48 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -8981012.000000 Penalty: 20076.843750 Iteration 137Q: 49 clusters Score -8981012 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19248 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 943 members Mstep: Class 7 contains 12393 members Mstep: Class 8 contains 3680 members Mstep: Class 9 contains 11551 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 2422 members Mstep: Class 12 contains 5179 members Mstep: Class 13 contains 2639 members Mstep: Class 14 contains 31950 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1979 members Mstep: Class 17 contains 4003 members Mstep: Class 18 contains 1362 members Mstep: Class 19 contains 9353 members Mstep: Class 20 contains 2339 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1962 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 7945 members Mstep: Class 26 contains 6565 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4666 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13618 members Mstep: Class 31 contains 7358 members Mstep: Class 32 contains 3560 members Mstep: Class 33 contains 16624 members Mstep: Class 34 contains 3225 members Mstep: Class 35 contains 8890 members Mstep: Class 36 contains 4662 members Mstep: Class 37 contains 1265 members Mstep: Class 38 contains 1595 members Mstep: Class 39 contains 20386 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4797 members Mstep: Class 42 contains 8552 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 897 members Mstep: Class 45 contains 27237 members Mstep: Class 46 contains 4956 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -8981034.000000 Penalty: 20076.843750 Iteration 138Q: 49 clusters Score -8981034 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 14829 members Mstep: Class 3 contains 19231 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 940 members Mstep: Class 7 contains 12370 members Mstep: Class 8 contains 3682 members Mstep: Class 9 contains 11529 members Mstep: Class 10 contains 3644 members Mstep: Class 11 contains 2419 members Mstep: Class 12 contains 5189 members Mstep: Class 13 contains 2637 members Mstep: Class 14 contains 31951 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1986 members Mstep: Class 17 contains 4003 members Mstep: Class 18 contains 1362 members Mstep: Class 19 contains 9362 members Mstep: Class 20 contains 2345 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1961 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14446 members Mstep: Class 25 contains 7971 members Mstep: Class 26 contains 6561 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4665 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13611 members Mstep: Class 31 contains 7360 members Mstep: Class 32 contains 3559 members Mstep: Class 33 contains 16615 members Mstep: Class 34 contains 3236 members Mstep: Class 35 contains 8897 members Mstep: Class 36 contains 4671 members Mstep: Class 37 contains 1274 members Mstep: Class 38 contains 1602 members Mstep: Class 39 contains 20396 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4799 members Mstep: Class 42 contains 8547 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 896 members Mstep: Class 45 contains 27238 members Mstep: Class 46 contains 4957 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7433 members Entering Unmasked Estep ConsiderDeletion Score: -8981072.000000 Penalty: 20076.843750 Iteration 139Q: 49 clusters Score -8981072 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 14829 members Mstep: Class 3 contains 19214 members Mstep: Class 4 contains 1229 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 937 members Mstep: Class 7 contains 12345 members Mstep: Class 8 contains 3695 members Mstep: Class 9 contains 11503 members Mstep: Class 10 contains 3642 members Mstep: Class 11 contains 2414 members Mstep: Class 12 contains 5196 members Mstep: Class 13 contains 2633 members Mstep: Class 14 contains 31946 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1994 members Mstep: Class 17 contains 4003 members Mstep: Class 18 contains 1363 members Mstep: Class 19 contains 9371 members Mstep: Class 20 contains 2349 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1960 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14434 members Mstep: Class 25 contains 7996 members Mstep: Class 26 contains 6560 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4664 members Mstep: Class 29 contains 420 members Mstep: Class 30 contains 13608 members Mstep: Class 31 contains 7366 members Mstep: Class 32 contains 3558 members Mstep: Class 33 contains 16601 members Mstep: Class 34 contains 3250 members Mstep: Class 35 contains 8910 members Mstep: Class 36 contains 4666 members Mstep: Class 37 contains 1303 members Mstep: Class 38 contains 1608 members Mstep: Class 39 contains 20410 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4799 members Mstep: Class 42 contains 8543 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 891 members Mstep: Class 45 contains 27238 members Mstep: Class 46 contains 4958 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7432 members Entering Unmasked Estep ConsiderDeletion Score: -8981152.000000 Penalty: 20076.843750 Iteration 140F: 49 clusters Score -8981152 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 14827 members Mstep: Class 3 contains 19195 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 936 members Mstep: Class 7 contains 12327 members Mstep: Class 8 contains 3687 members Mstep: Class 9 contains 11469 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 2412 members Mstep: Class 12 contains 5203 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 31942 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 1998 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 1365 members Mstep: Class 19 contains 9369 members Mstep: Class 20 contains 2352 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1960 members Mstep: Class 23 contains 1043 members Mstep: Class 24 contains 14419 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 6567 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4663 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13604 members Mstep: Class 31 contains 7379 members Mstep: Class 32 contains 3557 members Mstep: Class 33 contains 16594 members Mstep: Class 34 contains 3260 members Mstep: Class 35 contains 8922 members Mstep: Class 36 contains 4664 members Mstep: Class 37 contains 1335 members Mstep: Class 38 contains 1616 members Mstep: Class 39 contains 20425 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4799 members Mstep: Class 42 contains 8540 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 887 members Mstep: Class 45 contains 27238 members Mstep: Class 46 contains 4960 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7431 members Entering Unmasked Estep ConsiderDeletion Score: -8981334.000000 Penalty: 20076.843750 Iteration 141Q: 49 clusters Score -8981334 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19175 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 12285 members Mstep: Class 8 contains 3731 members Mstep: Class 9 contains 11440 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2413 members Mstep: Class 12 contains 5208 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 31933 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2000 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 1368 members Mstep: Class 19 contains 9370 members Mstep: Class 20 contains 2354 members Mstep: Class 21 contains 3605 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1043 members Mstep: Class 24 contains 14418 members Mstep: Class 25 contains 8022 members Mstep: Class 26 contains 6581 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4662 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13603 members Mstep: Class 31 contains 7393 members Mstep: Class 32 contains 3555 members Mstep: Class 33 contains 16585 members Mstep: Class 34 contains 3269 members Mstep: Class 35 contains 8938 members Mstep: Class 36 contains 4653 members Mstep: Class 37 contains 1355 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 20434 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4800 members Mstep: Class 42 contains 8539 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 881 members Mstep: Class 45 contains 27237 members Mstep: Class 46 contains 4964 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7429 members Entering Unmasked Estep ConsiderDeletion Score: -8981425.000000 Penalty: 20076.843750 Iteration 142Q: 49 clusters Score -8981425 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19150 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 929 members Mstep: Class 7 contains 12232 members Mstep: Class 8 contains 3776 members Mstep: Class 9 contains 11416 members Mstep: Class 10 contains 3638 members Mstep: Class 11 contains 2411 members Mstep: Class 12 contains 5218 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 31930 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2000 members Mstep: Class 17 contains 4004 members Mstep: Class 18 contains 1373 members Mstep: Class 19 contains 9375 members Mstep: Class 20 contains 2349 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14411 members Mstep: Class 25 contains 8027 members Mstep: Class 26 contains 6587 members Mstep: Class 27 contains 519 members Mstep: Class 28 contains 4661 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13606 members Mstep: Class 31 contains 7399 members Mstep: Class 32 contains 3553 members Mstep: Class 33 contains 16584 members Mstep: Class 34 contains 3276 members Mstep: Class 35 contains 8944 members Mstep: Class 36 contains 4658 members Mstep: Class 37 contains 1379 members Mstep: Class 38 contains 1628 members Mstep: Class 39 contains 20442 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4798 members Mstep: Class 42 contains 8540 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 882 members Mstep: Class 45 contains 27234 members Mstep: Class 46 contains 4964 members Mstep: Class 47 contains 2733 members Mstep: Class 48 contains 7432 members Entering Unmasked Estep ConsiderDeletion Score: -8981591.000000 Penalty: 20076.843750 Iteration 143Q: 49 clusters Score -8981591 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19124 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1964 members Mstep: Class 6 contains 925 members Mstep: Class 7 contains 12194 members Mstep: Class 8 contains 3831 members Mstep: Class 9 contains 11398 members Mstep: Class 10 contains 3637 members Mstep: Class 11 contains 2407 members Mstep: Class 12 contains 5222 members Mstep: Class 13 contains 2633 members Mstep: Class 14 contains 31924 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2001 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 1377 members Mstep: Class 19 contains 9380 members Mstep: Class 20 contains 2346 members Mstep: Class 21 contains 3604 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14409 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 6588 members Mstep: Class 27 contains 518 members Mstep: Class 28 contains 4659 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13604 members Mstep: Class 31 contains 7401 members Mstep: Class 32 contains 3553 members Mstep: Class 33 contains 16593 members Mstep: Class 34 contains 3281 members Mstep: Class 35 contains 8954 members Mstep: Class 36 contains 4668 members Mstep: Class 37 contains 1394 members Mstep: Class 38 contains 1628 members Mstep: Class 39 contains 20446 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4797 members Mstep: Class 42 contains 8542 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 880 members Mstep: Class 45 contains 27233 members Mstep: Class 46 contains 4965 members Mstep: Class 47 contains 2731 members Mstep: Class 48 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -8981665.000000 Penalty: 20076.843750 Iteration 144Q: 49 clusters Score -8981665 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19096 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1963 members Mstep: Class 6 contains 921 members Mstep: Class 7 contains 12144 members Mstep: Class 8 contains 3906 members Mstep: Class 9 contains 11378 members Mstep: Class 10 contains 3636 members Mstep: Class 11 contains 2408 members Mstep: Class 12 contains 5228 members Mstep: Class 13 contains 2634 members Mstep: Class 14 contains 31921 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 4007 members Mstep: Class 18 contains 1381 members Mstep: Class 19 contains 9384 members Mstep: Class 20 contains 2337 members Mstep: Class 21 contains 3603 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14421 members Mstep: Class 25 contains 8003 members Mstep: Class 26 contains 6602 members Mstep: Class 27 contains 518 members Mstep: Class 28 contains 4657 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13604 members Mstep: Class 31 contains 7397 members Mstep: Class 32 contains 3552 members Mstep: Class 33 contains 16608 members Mstep: Class 34 contains 3288 members Mstep: Class 35 contains 8955 members Mstep: Class 36 contains 4663 members Mstep: Class 37 contains 1395 members Mstep: Class 38 contains 1633 members Mstep: Class 39 contains 20450 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4796 members Mstep: Class 42 contains 8541 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 877 members Mstep: Class 45 contains 27232 members Mstep: Class 46 contains 4966 members Mstep: Class 47 contains 2731 members Mstep: Class 48 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -8981709.000000 Penalty: 20076.843750 Iteration 145Q: 49 clusters Score -8981709 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19070 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1965 members Mstep: Class 6 contains 913 members Mstep: Class 7 contains 12095 members Mstep: Class 8 contains 3981 members Mstep: Class 9 contains 11353 members Mstep: Class 10 contains 3637 members Mstep: Class 11 contains 2406 members Mstep: Class 12 contains 5230 members Mstep: Class 13 contains 2637 members Mstep: Class 14 contains 31918 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2004 members Mstep: Class 17 contains 4007 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 9389 members Mstep: Class 20 contains 2327 members Mstep: Class 21 contains 3602 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14424 members Mstep: Class 25 contains 8006 members Mstep: Class 26 contains 6608 members Mstep: Class 27 contains 518 members Mstep: Class 28 contains 4654 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13599 members Mstep: Class 31 contains 7402 members Mstep: Class 32 contains 3550 members Mstep: Class 33 contains 16615 members Mstep: Class 34 contains 3293 members Mstep: Class 35 contains 8963 members Mstep: Class 36 contains 4664 members Mstep: Class 37 contains 1393 members Mstep: Class 38 contains 1637 members Mstep: Class 39 contains 20458 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4796 members Mstep: Class 42 contains 8539 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 879 members Mstep: Class 45 contains 27232 members Mstep: Class 46 contains 4967 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7436 members Entering Unmasked Estep ConsiderDeletion Score: -8981738.000000 Penalty: 20076.843750 Iteration 146Q: 49 clusters Score -8981738 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19046 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 1968 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 12071 members Mstep: Class 8 contains 4033 members Mstep: Class 9 contains 11322 members Mstep: Class 10 contains 3637 members Mstep: Class 11 contains 2405 members Mstep: Class 12 contains 5239 members Mstep: Class 13 contains 2639 members Mstep: Class 14 contains 31915 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2005 members Mstep: Class 17 contains 4007 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 9397 members Mstep: Class 20 contains 2320 members Mstep: Class 21 contains 3601 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14430 members Mstep: Class 25 contains 8013 members Mstep: Class 26 contains 6613 members Mstep: Class 27 contains 518 members Mstep: Class 28 contains 4651 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13597 members Mstep: Class 31 contains 7412 members Mstep: Class 32 contains 3548 members Mstep: Class 33 contains 16617 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 8967 members Mstep: Class 36 contains 4663 members Mstep: Class 37 contains 1390 members Mstep: Class 38 contains 1642 members Mstep: Class 39 contains 20456 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4799 members Mstep: Class 42 contains 8532 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 873 members Mstep: Class 45 contains 27230 members Mstep: Class 46 contains 4968 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7437 members Entering Unmasked Estep ConsiderDeletion Score: -8981744.000000 Penalty: 20076.843750 Iteration 147Q: 49 clusters Score -8981744 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19030 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 1968 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 12055 members Mstep: Class 8 contains 4080 members Mstep: Class 9 contains 11293 members Mstep: Class 10 contains 3639 members Mstep: Class 11 contains 2401 members Mstep: Class 12 contains 5243 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 31911 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2006 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 1396 members Mstep: Class 19 contains 9403 members Mstep: Class 20 contains 2318 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1960 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14432 members Mstep: Class 25 contains 8020 members Mstep: Class 26 contains 6618 members Mstep: Class 27 contains 517 members Mstep: Class 28 contains 4650 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13593 members Mstep: Class 31 contains 7418 members Mstep: Class 32 contains 3545 members Mstep: Class 33 contains 16615 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 8970 members Mstep: Class 36 contains 4655 members Mstep: Class 37 contains 1388 members Mstep: Class 38 contains 1648 members Mstep: Class 39 contains 20456 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4801 members Mstep: Class 42 contains 8532 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 870 members Mstep: Class 45 contains 27228 members Mstep: Class 46 contains 4969 members Mstep: Class 47 contains 2730 members Mstep: Class 48 contains 7439 members Entering Unmasked Estep ConsiderDeletion Score: -8981779.000000 Penalty: 20076.843750 Iteration 148Q: 49 clusters Score -8981779 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 19008 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 1974 members Mstep: Class 6 contains 900 members Mstep: Class 7 contains 12037 members Mstep: Class 8 contains 4120 members Mstep: Class 9 contains 11275 members Mstep: Class 10 contains 3641 members Mstep: Class 11 contains 2397 members Mstep: Class 12 contains 5251 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 31913 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2006 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 1405 members Mstep: Class 19 contains 9406 members Mstep: Class 20 contains 2318 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1959 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 14427 members Mstep: Class 25 contains 8025 members Mstep: Class 26 contains 6618 members Mstep: Class 27 contains 516 members Mstep: Class 28 contains 4644 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13590 members Mstep: Class 31 contains 7421 members Mstep: Class 32 contains 3541 members Mstep: Class 33 contains 16618 members Mstep: Class 34 contains 3300 members Mstep: Class 35 contains 8975 members Mstep: Class 36 contains 4652 members Mstep: Class 37 contains 1387 members Mstep: Class 38 contains 1650 members Mstep: Class 39 contains 20452 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4804 members Mstep: Class 42 contains 8535 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 870 members Mstep: Class 45 contains 27222 members Mstep: Class 46 contains 4971 members Mstep: Class 47 contains 2728 members Mstep: Class 48 contains 7442 members Entering Unmasked Estep ConsiderDeletion Score: -8981793.000000 Penalty: 20076.843750 Iteration 149Q: 49 clusters Score -8981793 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18987 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 1975 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 12022 members Mstep: Class 8 contains 4160 members Mstep: Class 9 contains 11255 members Mstep: Class 10 contains 3642 members Mstep: Class 11 contains 2394 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2653 members Mstep: Class 14 contains 31918 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2006 members Mstep: Class 17 contains 4010 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 9411 members Mstep: Class 20 contains 2315 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1959 members Mstep: Class 23 contains 1045 members Mstep: Class 24 contains 14428 members Mstep: Class 25 contains 8031 members Mstep: Class 26 contains 6619 members Mstep: Class 27 contains 516 members Mstep: Class 28 contains 4641 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13585 members Mstep: Class 31 contains 7435 members Mstep: Class 32 contains 3534 members Mstep: Class 33 contains 16616 members Mstep: Class 34 contains 3302 members Mstep: Class 35 contains 8982 members Mstep: Class 36 contains 4649 members Mstep: Class 37 contains 1393 members Mstep: Class 38 contains 1648 members Mstep: Class 39 contains 20452 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4810 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 862 members Mstep: Class 45 contains 27222 members Mstep: Class 46 contains 4972 members Mstep: Class 47 contains 2726 members Mstep: Class 48 contains 7442 members Entering Unmasked Estep ConsiderDeletion Score: -8981790.000000 Penalty: 20076.843750 Iteration 150Q: 49 clusters Score -8981790 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18969 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 1982 members Mstep: Class 6 contains 889 members Mstep: Class 7 contains 12004 members Mstep: Class 8 contains 4186 members Mstep: Class 9 contains 11244 members Mstep: Class 10 contains 3644 members Mstep: Class 11 contains 2393 members Mstep: Class 12 contains 5256 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 31921 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2006 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 1436 members Mstep: Class 19 contains 9409 members Mstep: Class 20 contains 2314 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1044 members Mstep: Class 24 contains 14432 members Mstep: Class 25 contains 8033 members Mstep: Class 26 contains 6604 members Mstep: Class 27 contains 516 members Mstep: Class 28 contains 4635 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13583 members Mstep: Class 31 contains 7443 members Mstep: Class 32 contains 3524 members Mstep: Class 33 contains 16622 members Mstep: Class 34 contains 3306 members Mstep: Class 35 contains 8991 members Mstep: Class 36 contains 4656 members Mstep: Class 37 contains 1404 members Mstep: Class 38 contains 1651 members Mstep: Class 39 contains 20448 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4817 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 850 members Mstep: Class 45 contains 27217 members Mstep: Class 46 contains 4974 members Mstep: Class 47 contains 2722 members Mstep: Class 48 contains 7446 members Entering Unmasked Estep ConsiderDeletion Score: -8981852.000000 Penalty: 20076.843750 Iteration 151Q: 49 clusters Score -8981852 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18955 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 1983 members Mstep: Class 6 contains 885 members Mstep: Class 7 contains 11988 members Mstep: Class 8 contains 4212 members Mstep: Class 9 contains 11230 members Mstep: Class 10 contains 3648 members Mstep: Class 11 contains 2391 members Mstep: Class 12 contains 5253 members Mstep: Class 13 contains 2666 members Mstep: Class 14 contains 31921 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2007 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 9410 members Mstep: Class 20 contains 2315 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1049 members Mstep: Class 24 contains 14441 members Mstep: Class 25 contains 8038 members Mstep: Class 26 contains 6598 members Mstep: Class 27 contains 516 members Mstep: Class 28 contains 4632 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13578 members Mstep: Class 31 contains 7450 members Mstep: Class 32 contains 3507 members Mstep: Class 33 contains 16623 members Mstep: Class 34 contains 3306 members Mstep: Class 35 contains 9000 members Mstep: Class 36 contains 4657 members Mstep: Class 37 contains 1402 members Mstep: Class 38 contains 1656 members Mstep: Class 39 contains 20444 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4819 members Mstep: Class 42 contains 8530 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 840 members Mstep: Class 45 contains 27214 members Mstep: Class 46 contains 4975 members Mstep: Class 47 contains 2720 members Mstep: Class 48 contains 7448 members Entering Unmasked Estep ConsiderDeletion Score: -8981901.000000 Penalty: 20076.843750 Iteration 152Q: 49 clusters Score -8981901 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18948 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 1992 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 11977 members Mstep: Class 8 contains 4238 members Mstep: Class 9 contains 11211 members Mstep: Class 10 contains 3650 members Mstep: Class 11 contains 2386 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2671 members Mstep: Class 14 contains 31913 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 1488 members Mstep: Class 19 contains 9413 members Mstep: Class 20 contains 2315 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1051 members Mstep: Class 24 contains 14448 members Mstep: Class 25 contains 8042 members Mstep: Class 26 contains 6597 members Mstep: Class 27 contains 515 members Mstep: Class 28 contains 4634 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13574 members Mstep: Class 31 contains 7456 members Mstep: Class 32 contains 3492 members Mstep: Class 33 contains 16621 members Mstep: Class 34 contains 3306 members Mstep: Class 35 contains 9009 members Mstep: Class 36 contains 4655 members Mstep: Class 37 contains 1400 members Mstep: Class 38 contains 1656 members Mstep: Class 39 contains 20445 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4819 members Mstep: Class 42 contains 8531 members Mstep: Class 43 contains 709 members Mstep: Class 44 contains 833 members Mstep: Class 45 contains 27201 members Mstep: Class 46 contains 4978 members Mstep: Class 47 contains 2720 members Mstep: Class 48 contains 7446 members Entering Unmasked Estep ConsiderDeletion Score: -8981916.000000 Penalty: 20076.843750 Iteration 153Q: 49 clusters Score -8981916 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18935 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 2000 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 11966 members Mstep: Class 8 contains 4267 members Mstep: Class 9 contains 11193 members Mstep: Class 10 contains 3651 members Mstep: Class 11 contains 2380 members Mstep: Class 12 contains 5253 members Mstep: Class 13 contains 2675 members Mstep: Class 14 contains 31903 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 4012 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 9416 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 1049 members Mstep: Class 24 contains 14445 members Mstep: Class 25 contains 8053 members Mstep: Class 26 contains 6597 members Mstep: Class 27 contains 515 members Mstep: Class 28 contains 4634 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13571 members Mstep: Class 31 contains 7458 members Mstep: Class 32 contains 3475 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3306 members Mstep: Class 35 contains 9024 members Mstep: Class 36 contains 4648 members Mstep: Class 37 contains 1398 members Mstep: Class 38 contains 1655 members Mstep: Class 39 contains 20444 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4824 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 823 members Mstep: Class 45 contains 27194 members Mstep: Class 46 contains 4979 members Mstep: Class 47 contains 2717 members Mstep: Class 48 contains 7445 members Entering Unmasked Estep ConsiderDeletion Score: -8981936.000000 Penalty: 20076.843750 Iteration 154Q: 49 clusters Score -8981936 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18927 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 2006 members Mstep: Class 6 contains 880 members Mstep: Class 7 contains 11960 members Mstep: Class 8 contains 4297 members Mstep: Class 9 contains 11170 members Mstep: Class 10 contains 3650 members Mstep: Class 11 contains 2377 members Mstep: Class 12 contains 5252 members Mstep: Class 13 contains 2676 members Mstep: Class 14 contains 31892 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1555 members Mstep: Class 19 contains 9422 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1047 members Mstep: Class 24 contains 14447 members Mstep: Class 25 contains 8064 members Mstep: Class 26 contains 6594 members Mstep: Class 27 contains 514 members Mstep: Class 28 contains 4634 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13571 members Mstep: Class 31 contains 7462 members Mstep: Class 32 contains 3448 members Mstep: Class 33 contains 16633 members Mstep: Class 34 contains 3307 members Mstep: Class 35 contains 9033 members Mstep: Class 36 contains 4646 members Mstep: Class 37 contains 1396 members Mstep: Class 38 contains 1657 members Mstep: Class 39 contains 20443 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4830 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 711 members Mstep: Class 44 contains 803 members Mstep: Class 45 contains 27189 members Mstep: Class 46 contains 4978 members Mstep: Class 47 contains 2718 members Mstep: Class 48 contains 7443 members Entering Unmasked Estep ConsiderDeletion Score: -8981995.000000 Penalty: 20076.843750 Iteration 155Q: 49 clusters Score -8981995 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18916 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 2005 members Mstep: Class 6 contains 881 members Mstep: Class 7 contains 11952 members Mstep: Class 8 contains 4324 members Mstep: Class 9 contains 11147 members Mstep: Class 10 contains 3649 members Mstep: Class 11 contains 2375 members Mstep: Class 12 contains 5252 members Mstep: Class 13 contains 2677 members Mstep: Class 14 contains 31881 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1595 members Mstep: Class 19 contains 9431 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1051 members Mstep: Class 24 contains 14454 members Mstep: Class 25 contains 8066 members Mstep: Class 26 contains 6592 members Mstep: Class 27 contains 513 members Mstep: Class 28 contains 4632 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13570 members Mstep: Class 31 contains 7467 members Mstep: Class 32 contains 3420 members Mstep: Class 33 contains 16637 members Mstep: Class 34 contains 3304 members Mstep: Class 35 contains 9040 members Mstep: Class 36 contains 4652 members Mstep: Class 37 contains 1398 members Mstep: Class 38 contains 1658 members Mstep: Class 39 contains 20440 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4838 members Mstep: Class 42 contains 8530 members Mstep: Class 43 contains 711 members Mstep: Class 44 contains 786 members Mstep: Class 45 contains 27187 members Mstep: Class 46 contains 4980 members Mstep: Class 47 contains 2719 members Mstep: Class 48 contains 7444 members Entering Unmasked Estep ConsiderDeletion Score: -8981974.000000 Penalty: 20076.843750 Iteration 156Q: 49 clusters Score -8981974 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18906 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 2011 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11934 members Mstep: Class 8 contains 4355 members Mstep: Class 9 contains 11132 members Mstep: Class 10 contains 3656 members Mstep: Class 11 contains 2377 members Mstep: Class 12 contains 5253 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 31869 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2009 members Mstep: Class 17 contains 4015 members Mstep: Class 18 contains 1641 members Mstep: Class 19 contains 9434 members Mstep: Class 20 contains 2317 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1054 members Mstep: Class 24 contains 14454 members Mstep: Class 25 contains 8066 members Mstep: Class 26 contains 6596 members Mstep: Class 27 contains 511 members Mstep: Class 28 contains 4637 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13565 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 3385 members Mstep: Class 33 contains 16639 members Mstep: Class 34 contains 3305 members Mstep: Class 35 contains 9045 members Mstep: Class 36 contains 4649 members Mstep: Class 37 contains 1398 members Mstep: Class 38 contains 1656 members Mstep: Class 39 contains 20449 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4847 members Mstep: Class 42 contains 8529 members Mstep: Class 43 contains 711 members Mstep: Class 44 contains 755 members Mstep: Class 45 contains 27184 members Mstep: Class 46 contains 4981 members Mstep: Class 47 contains 2719 members Mstep: Class 48 contains 7448 members Entering Unmasked Estep ConsiderDeletion Score: -8982034.000000 Penalty: 20076.843750 Iteration 157Q: 49 clusters Score -8982034 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18904 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 2017 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 11918 members Mstep: Class 8 contains 4384 members Mstep: Class 9 contains 11117 members Mstep: Class 10 contains 3661 members Mstep: Class 11 contains 2374 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2685 members Mstep: Class 14 contains 31860 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2010 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1675 members Mstep: Class 19 contains 9432 members Mstep: Class 20 contains 2318 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1055 members Mstep: Class 24 contains 14452 members Mstep: Class 25 contains 8065 members Mstep: Class 26 contains 6594 members Mstep: Class 27 contains 508 members Mstep: Class 28 contains 4639 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 3362 members Mstep: Class 33 contains 16644 members Mstep: Class 34 contains 3302 members Mstep: Class 35 contains 9045 members Mstep: Class 36 contains 4650 members Mstep: Class 37 contains 1401 members Mstep: Class 38 contains 1654 members Mstep: Class 39 contains 20447 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4864 members Mstep: Class 42 contains 8529 members Mstep: Class 43 contains 711 members Mstep: Class 44 contains 736 members Mstep: Class 45 contains 27179 members Mstep: Class 46 contains 4981 members Mstep: Class 47 contains 2716 members Mstep: Class 48 contains 7455 members Entering Unmasked Estep ConsiderDeletion Score: -8982107.000000 Penalty: 20076.843750 Iteration 158Q: 49 clusters Score -8982107 nChanged 268 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 14825 members Mstep: Class 3 contains 18893 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 2028 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11892 members Mstep: Class 8 contains 4418 members Mstep: Class 9 contains 11104 members Mstep: Class 10 contains 3667 members Mstep: Class 11 contains 2373 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2690 members Mstep: Class 14 contains 31852 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2011 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1716 members Mstep: Class 19 contains 9435 members Mstep: Class 20 contains 2316 members Mstep: Class 21 contains 3598 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1049 members Mstep: Class 24 contains 14456 members Mstep: Class 25 contains 8066 members Mstep: Class 26 contains 6592 members Mstep: Class 27 contains 505 members Mstep: Class 28 contains 4645 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13554 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 3332 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3301 members Mstep: Class 35 contains 9042 members Mstep: Class 36 contains 4654 members Mstep: Class 37 contains 1397 members Mstep: Class 38 contains 1652 members Mstep: Class 39 contains 20446 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4879 members Mstep: Class 42 contains 8529 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 722 members Mstep: Class 45 contains 27172 members Mstep: Class 46 contains 4982 members Mstep: Class 47 contains 2711 members Mstep: Class 48 contains 7465 members Entering Unmasked Estep ConsiderDeletion Score: -8982151.000000 Penalty: 20076.843750 Iteration 159Q: 49 clusters Score -8982151 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18888 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 2035 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11875 members Mstep: Class 8 contains 4438 members Mstep: Class 9 contains 11093 members Mstep: Class 10 contains 3674 members Mstep: Class 11 contains 2369 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2690 members Mstep: Class 14 contains 31848 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2011 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 1771 members Mstep: Class 19 contains 9437 members Mstep: Class 20 contains 2313 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1046 members Mstep: Class 24 contains 14458 members Mstep: Class 25 contains 8068 members Mstep: Class 26 contains 6589 members Mstep: Class 27 contains 505 members Mstep: Class 28 contains 4652 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7469 members Mstep: Class 32 contains 3289 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3301 members Mstep: Class 35 contains 9039 members Mstep: Class 36 contains 4657 members Mstep: Class 37 contains 1397 members Mstep: Class 38 contains 1652 members Mstep: Class 39 contains 20443 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4890 members Mstep: Class 42 contains 8531 members Mstep: Class 43 contains 710 members Mstep: Class 44 contains 702 members Mstep: Class 45 contains 27168 members Mstep: Class 46 contains 4980 members Mstep: Class 47 contains 2710 members Mstep: Class 48 contains 7472 members Entering Unmasked Estep ConsiderDeletion Score: -8982244.000000 Penalty: 20076.843750 Iteration 160F: 49 clusters Score -8982244 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18881 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 2042 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11863 members Mstep: Class 8 contains 4449 members Mstep: Class 9 contains 11078 members Mstep: Class 10 contains 3676 members Mstep: Class 11 contains 2366 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31845 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2011 members Mstep: Class 17 contains 4012 members Mstep: Class 18 contains 1850 members Mstep: Class 19 contains 9439 members Mstep: Class 20 contains 2311 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1042 members Mstep: Class 24 contains 14459 members Mstep: Class 25 contains 8067 members Mstep: Class 26 contains 6591 members Mstep: Class 27 contains 504 members Mstep: Class 28 contains 4658 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 3248 members Mstep: Class 33 contains 16655 members Mstep: Class 34 contains 3299 members Mstep: Class 35 contains 9039 members Mstep: Class 36 contains 4661 members Mstep: Class 37 contains 1396 members Mstep: Class 38 contains 1656 members Mstep: Class 39 contains 20444 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4899 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 706 members Mstep: Class 44 contains 670 members Mstep: Class 45 contains 27164 members Mstep: Class 46 contains 4980 members Mstep: Class 47 contains 2708 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982281.000000 Penalty: 20076.843750 Iteration 161Q: 49 clusters Score -8982281 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18876 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 2048 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11849 members Mstep: Class 8 contains 4463 members Mstep: Class 9 contains 11064 members Mstep: Class 10 contains 3680 members Mstep: Class 11 contains 2362 members Mstep: Class 12 contains 5257 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31838 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2012 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 1899 members Mstep: Class 19 contains 9442 members Mstep: Class 20 contains 2311 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1036 members Mstep: Class 24 contains 14457 members Mstep: Class 25 contains 8067 members Mstep: Class 26 contains 6591 members Mstep: Class 27 contains 504 members Mstep: Class 28 contains 4664 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13554 members Mstep: Class 31 contains 7468 members Mstep: Class 32 contains 3211 members Mstep: Class 33 contains 16655 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9038 members Mstep: Class 36 contains 4668 members Mstep: Class 37 contains 1397 members Mstep: Class 38 contains 1653 members Mstep: Class 39 contains 20450 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4915 members Mstep: Class 42 contains 8533 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 662 members Mstep: Class 45 contains 27161 members Mstep: Class 46 contains 4981 members Mstep: Class 47 contains 2702 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982347.000000 Penalty: 20076.843750 Iteration 162Q: 49 clusters Score -8982347 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18866 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2051 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11845 members Mstep: Class 8 contains 4474 members Mstep: Class 9 contains 11041 members Mstep: Class 10 contains 3683 members Mstep: Class 11 contains 2362 members Mstep: Class 12 contains 5257 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31833 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2013 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 9448 members Mstep: Class 20 contains 2309 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1024 members Mstep: Class 24 contains 14456 members Mstep: Class 25 contains 8076 members Mstep: Class 26 contains 6591 members Mstep: Class 27 contains 504 members Mstep: Class 28 contains 4670 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13552 members Mstep: Class 31 contains 7470 members Mstep: Class 32 contains 3174 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3289 members Mstep: Class 35 contains 9038 members Mstep: Class 36 contains 4671 members Mstep: Class 37 contains 1396 members Mstep: Class 38 contains 1660 members Mstep: Class 39 contains 20451 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4939 members Mstep: Class 42 contains 8531 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 640 members Mstep: Class 45 contains 27159 members Mstep: Class 46 contains 4981 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982377.000000 Penalty: 20076.843750 Iteration 163Q: 49 clusters Score -8982377 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18858 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2056 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 11844 members Mstep: Class 8 contains 4486 members Mstep: Class 9 contains 11012 members Mstep: Class 10 contains 3688 members Mstep: Class 11 contains 2359 members Mstep: Class 12 contains 5258 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31824 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4007 members Mstep: Class 18 contains 1998 members Mstep: Class 19 contains 9450 members Mstep: Class 20 contains 2303 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1014 members Mstep: Class 24 contains 14450 members Mstep: Class 25 contains 8093 members Mstep: Class 26 contains 6593 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4673 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13552 members Mstep: Class 31 contains 7473 members Mstep: Class 32 contains 3142 members Mstep: Class 33 contains 16658 members Mstep: Class 34 contains 3285 members Mstep: Class 35 contains 9037 members Mstep: Class 36 contains 4674 members Mstep: Class 37 contains 1399 members Mstep: Class 38 contains 1665 members Mstep: Class 39 contains 20457 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4966 members Mstep: Class 42 contains 8528 members Mstep: Class 43 contains 703 members Mstep: Class 44 contains 626 members Mstep: Class 45 contains 27157 members Mstep: Class 46 contains 4979 members Mstep: Class 47 contains 2693 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982381.000000 Penalty: 20076.843750 Iteration 164Q: 49 clusters Score -8982381 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18853 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2056 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 11841 members Mstep: Class 8 contains 4492 members Mstep: Class 9 contains 10990 members Mstep: Class 10 contains 3694 members Mstep: Class 11 contains 2357 members Mstep: Class 12 contains 5261 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31818 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 2013 members Mstep: Class 19 contains 9452 members Mstep: Class 20 contains 2306 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 1004 members Mstep: Class 24 contains 14446 members Mstep: Class 25 contains 8097 members Mstep: Class 26 contains 6599 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4680 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13554 members Mstep: Class 31 contains 7475 members Mstep: Class 32 contains 3118 members Mstep: Class 33 contains 16656 members Mstep: Class 34 contains 3284 members Mstep: Class 35 contains 9036 members Mstep: Class 36 contains 4675 members Mstep: Class 37 contains 1401 members Mstep: Class 38 contains 1668 members Mstep: Class 39 contains 20460 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 4992 members Mstep: Class 42 contains 8522 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 616 members Mstep: Class 45 contains 27159 members Mstep: Class 46 contains 4981 members Mstep: Class 47 contains 2691 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982390.000000 Penalty: 20076.843750 Iteration 165Q: 49 clusters Score -8982390 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18848 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2060 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 11836 members Mstep: Class 8 contains 4499 members Mstep: Class 9 contains 10975 members Mstep: Class 10 contains 3703 members Mstep: Class 11 contains 2354 members Mstep: Class 12 contains 5264 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31809 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 2011 members Mstep: Class 19 contains 9453 members Mstep: Class 20 contains 2307 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 996 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 8103 members Mstep: Class 26 contains 6596 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4691 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13554 members Mstep: Class 31 contains 7474 members Mstep: Class 32 contains 3095 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3287 members Mstep: Class 35 contains 9044 members Mstep: Class 36 contains 4682 members Mstep: Class 37 contains 1401 members Mstep: Class 38 contains 1673 members Mstep: Class 39 contains 20462 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5017 members Mstep: Class 42 contains 8518 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 609 members Mstep: Class 45 contains 27159 members Mstep: Class 46 contains 4983 members Mstep: Class 47 contains 2691 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982411.000000 Penalty: 20076.843750 Iteration 166Q: 49 clusters Score -8982411 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18848 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2065 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11827 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 10966 members Mstep: Class 10 contains 3705 members Mstep: Class 11 contains 2350 members Mstep: Class 12 contains 5268 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31805 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4009 members Mstep: Class 18 contains 2012 members Mstep: Class 19 contains 9453 members Mstep: Class 20 contains 2307 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 988 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 8106 members Mstep: Class 26 contains 6598 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4700 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13554 members Mstep: Class 31 contains 7473 members Mstep: Class 32 contains 3079 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3283 members Mstep: Class 35 contains 9048 members Mstep: Class 36 contains 4683 members Mstep: Class 37 contains 1400 members Mstep: Class 38 contains 1676 members Mstep: Class 39 contains 20462 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5038 members Mstep: Class 42 contains 8513 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 608 members Mstep: Class 45 contains 27162 members Mstep: Class 46 contains 4986 members Mstep: Class 47 contains 2686 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982397.000000 Penalty: 20076.843750 Iteration 167Q: 49 clusters Score -8982397 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18847 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11812 members Mstep: Class 8 contains 4525 members Mstep: Class 9 contains 10952 members Mstep: Class 10 contains 3706 members Mstep: Class 11 contains 2346 members Mstep: Class 12 contains 5274 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31798 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4013 members Mstep: Class 18 contains 2009 members Mstep: Class 19 contains 9454 members Mstep: Class 20 contains 2308 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 983 members Mstep: Class 24 contains 14444 members Mstep: Class 25 contains 8110 members Mstep: Class 26 contains 6608 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4710 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13552 members Mstep: Class 31 contains 7473 members Mstep: Class 32 contains 3071 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3281 members Mstep: Class 35 contains 9056 members Mstep: Class 36 contains 4684 members Mstep: Class 37 contains 1399 members Mstep: Class 38 contains 1679 members Mstep: Class 39 contains 20459 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5054 members Mstep: Class 42 contains 8508 members Mstep: Class 43 contains 703 members Mstep: Class 44 contains 605 members Mstep: Class 45 contains 27163 members Mstep: Class 46 contains 4990 members Mstep: Class 47 contains 2683 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982425.000000 Penalty: 20076.843750 Iteration 168Q: 49 clusters Score -8982425 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18843 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11800 members Mstep: Class 8 contains 4536 members Mstep: Class 9 contains 10941 members Mstep: Class 10 contains 3715 members Mstep: Class 11 contains 2340 members Mstep: Class 12 contains 5274 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31791 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 2008 members Mstep: Class 19 contains 9460 members Mstep: Class 20 contains 2307 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 974 members Mstep: Class 24 contains 14442 members Mstep: Class 25 contains 8114 members Mstep: Class 26 contains 6612 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4723 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13552 members Mstep: Class 31 contains 7474 members Mstep: Class 32 contains 3067 members Mstep: Class 33 contains 16641 members Mstep: Class 34 contains 3281 members Mstep: Class 35 contains 9060 members Mstep: Class 36 contains 4686 members Mstep: Class 37 contains 1401 members Mstep: Class 38 contains 1683 members Mstep: Class 39 contains 20457 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5066 members Mstep: Class 42 contains 8507 members Mstep: Class 43 contains 704 members Mstep: Class 44 contains 606 members Mstep: Class 45 contains 27159 members Mstep: Class 46 contains 4991 members Mstep: Class 47 contains 2682 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982433.000000 Penalty: 20076.843750 Iteration 169Q: 49 clusters Score -8982433 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 14824 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 2066 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11792 members Mstep: Class 8 contains 4544 members Mstep: Class 9 contains 10935 members Mstep: Class 10 contains 3722 members Mstep: Class 11 contains 2333 members Mstep: Class 12 contains 5276 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31786 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2013 members Mstep: Class 17 contains 4015 members Mstep: Class 18 contains 2006 members Mstep: Class 19 contains 9469 members Mstep: Class 20 contains 2306 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 962 members Mstep: Class 24 contains 14435 members Mstep: Class 25 contains 8114 members Mstep: Class 26 contains 6616 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4740 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7479 members Mstep: Class 32 contains 3060 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3281 members Mstep: Class 35 contains 9064 members Mstep: Class 36 contains 4687 members Mstep: Class 37 contains 1405 members Mstep: Class 38 contains 1689 members Mstep: Class 39 contains 20458 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5075 members Mstep: Class 42 contains 8504 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 611 members Mstep: Class 45 contains 27158 members Mstep: Class 46 contains 4993 members Mstep: Class 47 contains 2682 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982457.000000 Penalty: 20076.843750 Iteration 170Q: 49 clusters Score -8982457 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 14823 members Mstep: Class 3 contains 18830 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 2069 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11786 members Mstep: Class 8 contains 4550 members Mstep: Class 9 contains 10932 members Mstep: Class 10 contains 3731 members Mstep: Class 11 contains 2331 members Mstep: Class 12 contains 5278 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31778 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4016 members Mstep: Class 18 contains 2005 members Mstep: Class 19 contains 9467 members Mstep: Class 20 contains 2302 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 947 members Mstep: Class 24 contains 14436 members Mstep: Class 25 contains 8119 members Mstep: Class 26 contains 6614 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4759 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7484 members Mstep: Class 32 contains 3052 members Mstep: Class 33 contains 16628 members Mstep: Class 34 contains 3283 members Mstep: Class 35 contains 9063 members Mstep: Class 36 contains 4690 members Mstep: Class 37 contains 1406 members Mstep: Class 38 contains 1688 members Mstep: Class 39 contains 20462 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5081 members Mstep: Class 42 contains 8502 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 616 members Mstep: Class 45 contains 27155 members Mstep: Class 46 contains 4994 members Mstep: Class 47 contains 2681 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982479.000000 Penalty: 20076.843750 Iteration 171Q: 49 clusters Score -8982479 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18822 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2071 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11777 members Mstep: Class 8 contains 4556 members Mstep: Class 9 contains 10926 members Mstep: Class 10 contains 3743 members Mstep: Class 11 contains 2327 members Mstep: Class 12 contains 5275 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31774 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 2005 members Mstep: Class 19 contains 9469 members Mstep: Class 20 contains 2299 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 935 members Mstep: Class 24 contains 14433 members Mstep: Class 25 contains 8122 members Mstep: Class 26 contains 6615 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4773 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7488 members Mstep: Class 32 contains 3045 members Mstep: Class 33 contains 16626 members Mstep: Class 34 contains 3286 members Mstep: Class 35 contains 9063 members Mstep: Class 36 contains 4695 members Mstep: Class 37 contains 1408 members Mstep: Class 38 contains 1684 members Mstep: Class 39 contains 20472 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5086 members Mstep: Class 42 contains 8500 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 618 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 4998 members Mstep: Class 47 contains 2681 members Mstep: Class 48 contains 7483 members Entering Unmasked Estep ConsiderDeletion Score: -8982500.000000 Penalty: 20076.843750 Iteration 172Q: 49 clusters Score -8982500 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18818 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11764 members Mstep: Class 8 contains 4568 members Mstep: Class 9 contains 10919 members Mstep: Class 10 contains 3750 members Mstep: Class 11 contains 2324 members Mstep: Class 12 contains 5274 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31769 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 2003 members Mstep: Class 19 contains 9468 members Mstep: Class 20 contains 2299 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 928 members Mstep: Class 24 contains 14429 members Mstep: Class 25 contains 8125 members Mstep: Class 26 contains 6617 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4786 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7490 members Mstep: Class 32 contains 3038 members Mstep: Class 33 contains 16630 members Mstep: Class 34 contains 3285 members Mstep: Class 35 contains 9059 members Mstep: Class 36 contains 4698 members Mstep: Class 37 contains 1406 members Mstep: Class 38 contains 1690 members Mstep: Class 39 contains 20479 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5091 members Mstep: Class 42 contains 8501 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 620 members Mstep: Class 45 contains 27152 members Mstep: Class 46 contains 4999 members Mstep: Class 47 contains 2681 members Mstep: Class 48 contains 7482 members Entering Unmasked Estep ConsiderDeletion Score: -8982501.000000 Penalty: 20076.843750 Iteration 173Q: 49 clusters Score -8982501 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18810 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2069 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 11750 members Mstep: Class 8 contains 4578 members Mstep: Class 9 contains 10916 members Mstep: Class 10 contains 3760 members Mstep: Class 11 contains 2321 members Mstep: Class 12 contains 5281 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31763 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 2000 members Mstep: Class 19 contains 9469 members Mstep: Class 20 contains 2298 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 921 members Mstep: Class 24 contains 14425 members Mstep: Class 25 contains 8128 members Mstep: Class 26 contains 6614 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4794 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7488 members Mstep: Class 32 contains 3033 members Mstep: Class 33 contains 16632 members Mstep: Class 34 contains 3286 members Mstep: Class 35 contains 9058 members Mstep: Class 36 contains 4708 members Mstep: Class 37 contains 1406 members Mstep: Class 38 contains 1689 members Mstep: Class 39 contains 20485 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5096 members Mstep: Class 42 contains 8499 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 619 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5002 members Mstep: Class 47 contains 2682 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982502.000000 Penalty: 20076.843750 Iteration 174Q: 49 clusters Score -8982502 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18805 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2072 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 11734 members Mstep: Class 8 contains 4590 members Mstep: Class 9 contains 10911 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 2320 members Mstep: Class 12 contains 5281 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31763 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4018 members Mstep: Class 18 contains 1994 members Mstep: Class 19 contains 9466 members Mstep: Class 20 contains 2297 members Mstep: Class 21 contains 3599 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 914 members Mstep: Class 24 contains 14419 members Mstep: Class 25 contains 8137 members Mstep: Class 26 contains 6606 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4801 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7490 members Mstep: Class 32 contains 3031 members Mstep: Class 33 contains 16634 members Mstep: Class 34 contains 3288 members Mstep: Class 35 contains 9053 members Mstep: Class 36 contains 4718 members Mstep: Class 37 contains 1405 members Mstep: Class 38 contains 1691 members Mstep: Class 39 contains 20487 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5103 members Mstep: Class 42 contains 8499 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 618 members Mstep: Class 45 contains 27149 members Mstep: Class 46 contains 5005 members Mstep: Class 47 contains 2682 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982477.000000 Penalty: 20076.843750 Iteration 175Q: 49 clusters Score -8982477 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18801 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2073 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11720 members Mstep: Class 8 contains 4601 members Mstep: Class 9 contains 10908 members Mstep: Class 10 contains 3777 members Mstep: Class 11 contains 2316 members Mstep: Class 12 contains 5279 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31761 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4018 members Mstep: Class 18 contains 1987 members Mstep: Class 19 contains 9465 members Mstep: Class 20 contains 2297 members Mstep: Class 21 contains 3598 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 906 members Mstep: Class 24 contains 14413 members Mstep: Class 25 contains 8139 members Mstep: Class 26 contains 6600 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4811 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7498 members Mstep: Class 32 contains 3029 members Mstep: Class 33 contains 16632 members Mstep: Class 34 contains 3289 members Mstep: Class 35 contains 9053 members Mstep: Class 36 contains 4729 members Mstep: Class 37 contains 1404 members Mstep: Class 38 contains 1693 members Mstep: Class 39 contains 20489 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5108 members Mstep: Class 42 contains 8498 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 619 members Mstep: Class 45 contains 27145 members Mstep: Class 46 contains 5008 members Mstep: Class 47 contains 2684 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982511.000000 Penalty: 20076.843750 Iteration 176Q: 49 clusters Score -8982511 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 14822 members Mstep: Class 3 contains 18797 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2074 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11709 members Mstep: Class 8 contains 4612 members Mstep: Class 9 contains 10899 members Mstep: Class 10 contains 3788 members Mstep: Class 11 contains 2312 members Mstep: Class 12 contains 5283 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31760 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4018 members Mstep: Class 18 contains 1981 members Mstep: Class 19 contains 9466 members Mstep: Class 20 contains 2298 members Mstep: Class 21 contains 3598 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 901 members Mstep: Class 24 contains 14407 members Mstep: Class 25 contains 8139 members Mstep: Class 26 contains 6599 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4818 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13556 members Mstep: Class 31 contains 7503 members Mstep: Class 32 contains 3024 members Mstep: Class 33 contains 16632 members Mstep: Class 34 contains 3289 members Mstep: Class 35 contains 9049 members Mstep: Class 36 contains 4739 members Mstep: Class 37 contains 1403 members Mstep: Class 38 contains 1692 members Mstep: Class 39 contains 20489 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5111 members Mstep: Class 42 contains 8497 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 620 members Mstep: Class 45 contains 27144 members Mstep: Class 46 contains 5010 members Mstep: Class 47 contains 2687 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982498.000000 Penalty: 20076.843750 Iteration 177Q: 49 clusters Score -8982498 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18792 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2075 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11708 members Mstep: Class 8 contains 4622 members Mstep: Class 9 contains 10890 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 2304 members Mstep: Class 12 contains 5285 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 1977 members Mstep: Class 19 contains 9467 members Mstep: Class 20 contains 2299 members Mstep: Class 21 contains 3596 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 894 members Mstep: Class 24 contains 14401 members Mstep: Class 25 contains 8140 members Mstep: Class 26 contains 6591 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4824 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13558 members Mstep: Class 31 contains 7510 members Mstep: Class 32 contains 3020 members Mstep: Class 33 contains 16629 members Mstep: Class 34 contains 3290 members Mstep: Class 35 contains 9049 members Mstep: Class 36 contains 4747 members Mstep: Class 37 contains 1403 members Mstep: Class 38 contains 1693 members Mstep: Class 39 contains 20491 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5112 members Mstep: Class 42 contains 8494 members Mstep: Class 43 contains 700 members Mstep: Class 44 contains 622 members Mstep: Class 45 contains 27144 members Mstep: Class 46 contains 5013 members Mstep: Class 47 contains 2693 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982522.000000 Penalty: 20076.843750 Iteration 178Q: 49 clusters Score -8982522 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18787 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2073 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11701 members Mstep: Class 8 contains 4629 members Mstep: Class 9 contains 10882 members Mstep: Class 10 contains 3819 members Mstep: Class 11 contains 2293 members Mstep: Class 12 contains 5285 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31755 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 1976 members Mstep: Class 19 contains 9466 members Mstep: Class 20 contains 2298 members Mstep: Class 21 contains 3594 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 890 members Mstep: Class 24 contains 14400 members Mstep: Class 25 contains 8146 members Mstep: Class 26 contains 6588 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4834 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13558 members Mstep: Class 31 contains 7516 members Mstep: Class 32 contains 3017 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3290 members Mstep: Class 35 contains 9050 members Mstep: Class 36 contains 4750 members Mstep: Class 37 contains 1402 members Mstep: Class 38 contains 1692 members Mstep: Class 39 contains 20493 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5114 members Mstep: Class 42 contains 8492 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 625 members Mstep: Class 45 contains 27144 members Mstep: Class 46 contains 5014 members Mstep: Class 47 contains 2691 members Mstep: Class 48 contains 7476 members Entering Unmasked Estep ConsiderDeletion Score: -8982520.000000 Penalty: 20076.843750 Iteration 179Q: 49 clusters Score -8982520 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18781 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2073 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11696 members Mstep: Class 8 contains 4640 members Mstep: Class 9 contains 10873 members Mstep: Class 10 contains 3830 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 5288 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31749 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4016 members Mstep: Class 18 contains 1975 members Mstep: Class 19 contains 9466 members Mstep: Class 20 contains 2299 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 882 members Mstep: Class 24 contains 14397 members Mstep: Class 25 contains 8153 members Mstep: Class 26 contains 6586 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4840 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 3014 members Mstep: Class 33 contains 16629 members Mstep: Class 34 contains 3291 members Mstep: Class 35 contains 9052 members Mstep: Class 36 contains 4750 members Mstep: Class 37 contains 1401 members Mstep: Class 38 contains 1696 members Mstep: Class 39 contains 20497 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5118 members Mstep: Class 42 contains 8491 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 624 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5017 members Mstep: Class 47 contains 2691 members Mstep: Class 48 contains 7476 members Entering Unmasked Estep ConsiderDeletion Score: -8982507.000000 Penalty: 20076.843750 Iteration 180F: 49 clusters Score -8982507 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18778 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2074 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11686 members Mstep: Class 8 contains 4648 members Mstep: Class 9 contains 10862 members Mstep: Class 10 contains 3843 members Mstep: Class 11 contains 2272 members Mstep: Class 12 contains 5291 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31749 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 1973 members Mstep: Class 19 contains 9463 members Mstep: Class 20 contains 2303 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 878 members Mstep: Class 24 contains 14389 members Mstep: Class 25 contains 8160 members Mstep: Class 26 contains 6584 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 4840 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 3010 members Mstep: Class 33 contains 16629 members Mstep: Class 34 contains 3291 members Mstep: Class 35 contains 9050 members Mstep: Class 36 contains 4753 members Mstep: Class 37 contains 1399 members Mstep: Class 38 contains 1699 members Mstep: Class 39 contains 20505 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5124 members Mstep: Class 42 contains 8491 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 623 members Mstep: Class 45 contains 27150 members Mstep: Class 46 contains 5019 members Mstep: Class 47 contains 2692 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982479.000000 Penalty: 20076.843750 Iteration 181Q: 49 clusters Score -8982479 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18776 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2077 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 11674 members Mstep: Class 8 contains 4660 members Mstep: Class 9 contains 10854 members Mstep: Class 10 contains 3850 members Mstep: Class 11 contains 2264 members Mstep: Class 12 contains 5293 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31745 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4015 members Mstep: Class 18 contains 1970 members Mstep: Class 19 contains 9459 members Mstep: Class 20 contains 2306 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 876 members Mstep: Class 24 contains 14387 members Mstep: Class 25 contains 8166 members Mstep: Class 26 contains 6580 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4844 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7518 members Mstep: Class 32 contains 3008 members Mstep: Class 33 contains 16632 members Mstep: Class 34 contains 3291 members Mstep: Class 35 contains 9052 members Mstep: Class 36 contains 4758 members Mstep: Class 37 contains 1397 members Mstep: Class 38 contains 1700 members Mstep: Class 39 contains 20508 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5127 members Mstep: Class 42 contains 8491 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 626 members Mstep: Class 45 contains 27149 members Mstep: Class 46 contains 5021 members Mstep: Class 47 contains 2692 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982487.000000 Penalty: 20076.843750 Iteration 182Q: 49 clusters Score -8982487 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18775 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2078 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11668 members Mstep: Class 8 contains 4669 members Mstep: Class 9 contains 10839 members Mstep: Class 10 contains 3855 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 5294 members Mstep: Class 13 contains 2686 members Mstep: Class 14 contains 31739 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9460 members Mstep: Class 20 contains 2310 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 873 members Mstep: Class 24 contains 14388 members Mstep: Class 25 contains 8176 members Mstep: Class 26 contains 6570 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7518 members Mstep: Class 32 contains 3005 members Mstep: Class 33 contains 16634 members Mstep: Class 34 contains 3291 members Mstep: Class 35 contains 9056 members Mstep: Class 36 contains 4766 members Mstep: Class 37 contains 1396 members Mstep: Class 38 contains 1702 members Mstep: Class 39 contains 20511 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5133 members Mstep: Class 42 contains 8489 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 626 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2692 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982497.000000 Penalty: 20076.843750 Iteration 183Q: 49 clusters Score -8982497 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18774 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2079 members Mstep: Class 6 contains 870 members Mstep: Class 7 contains 11663 members Mstep: Class 8 contains 4676 members Mstep: Class 9 contains 10824 members Mstep: Class 10 contains 3862 members Mstep: Class 11 contains 2256 members Mstep: Class 12 contains 5293 members Mstep: Class 13 contains 2687 members Mstep: Class 14 contains 31734 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9460 members Mstep: Class 20 contains 2312 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 870 members Mstep: Class 24 contains 14388 members Mstep: Class 25 contains 8185 members Mstep: Class 26 contains 6558 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4848 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13559 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 3003 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3290 members Mstep: Class 35 contains 9062 members Mstep: Class 36 contains 4779 members Mstep: Class 37 contains 1394 members Mstep: Class 38 contains 1706 members Mstep: Class 39 contains 20508 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5137 members Mstep: Class 42 contains 8489 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 630 members Mstep: Class 45 contains 27147 members Mstep: Class 46 contains 5022 members Mstep: Class 47 contains 2693 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982509.000000 Penalty: 20076.843750 Iteration 184Q: 49 clusters Score -8982509 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18773 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2081 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 11656 members Mstep: Class 8 contains 4682 members Mstep: Class 9 contains 10809 members Mstep: Class 10 contains 3866 members Mstep: Class 11 contains 2256 members Mstep: Class 12 contains 5293 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31729 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4013 members Mstep: Class 18 contains 1963 members Mstep: Class 19 contains 9458 members Mstep: Class 20 contains 2321 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 867 members Mstep: Class 24 contains 14387 members Mstep: Class 25 contains 8193 members Mstep: Class 26 contains 6556 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4846 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13558 members Mstep: Class 31 contains 7518 members Mstep: Class 32 contains 3000 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3291 members Mstep: Class 35 contains 9064 members Mstep: Class 36 contains 4782 members Mstep: Class 37 contains 1387 members Mstep: Class 38 contains 1707 members Mstep: Class 39 contains 20507 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5142 members Mstep: Class 42 contains 8488 members Mstep: Class 43 contains 703 members Mstep: Class 44 contains 634 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2694 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982524.000000 Penalty: 20076.843750 Iteration 185Q: 49 clusters Score -8982524 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18769 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 11650 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 10793 members Mstep: Class 10 contains 3872 members Mstep: Class 11 contains 2253 members Mstep: Class 12 contains 5294 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31728 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4014 members Mstep: Class 18 contains 1964 members Mstep: Class 19 contains 9457 members Mstep: Class 20 contains 2325 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 867 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8207 members Mstep: Class 26 contains 6551 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4843 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7520 members Mstep: Class 32 contains 2997 members Mstep: Class 33 contains 16631 members Mstep: Class 34 contains 3293 members Mstep: Class 35 contains 9066 members Mstep: Class 36 contains 4790 members Mstep: Class 37 contains 1384 members Mstep: Class 38 contains 1706 members Mstep: Class 39 contains 20505 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5147 members Mstep: Class 42 contains 8487 members Mstep: Class 43 contains 701 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5024 members Mstep: Class 47 contains 2694 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982530.000000 Penalty: 20076.843750 Iteration 186Q: 49 clusters Score -8982530 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18761 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 870 members Mstep: Class 7 contains 11644 members Mstep: Class 8 contains 4688 members Mstep: Class 9 contains 10776 members Mstep: Class 10 contains 3881 members Mstep: Class 11 contains 2253 members Mstep: Class 12 contains 5295 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31725 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4016 members Mstep: Class 18 contains 1969 members Mstep: Class 19 contains 9457 members Mstep: Class 20 contains 2328 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 865 members Mstep: Class 24 contains 14381 members Mstep: Class 25 contains 8221 members Mstep: Class 26 contains 6542 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4842 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7520 members Mstep: Class 32 contains 2994 members Mstep: Class 33 contains 16635 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9065 members Mstep: Class 36 contains 4803 members Mstep: Class 37 contains 1384 members Mstep: Class 38 contains 1705 members Mstep: Class 39 contains 20508 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5149 members Mstep: Class 42 contains 8485 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 631 members Mstep: Class 45 contains 27155 members Mstep: Class 46 contains 5024 members Mstep: Class 47 contains 2695 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982568.000000 Penalty: 20076.843750 Iteration 187Q: 49 clusters Score -8982568 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18755 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 868 members Mstep: Class 7 contains 11632 members Mstep: Class 8 contains 4694 members Mstep: Class 9 contains 10759 members Mstep: Class 10 contains 3888 members Mstep: Class 11 contains 2248 members Mstep: Class 12 contains 5294 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31720 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4020 members Mstep: Class 18 contains 1969 members Mstep: Class 19 contains 9457 members Mstep: Class 20 contains 2335 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 863 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8228 members Mstep: Class 26 contains 6539 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4844 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7520 members Mstep: Class 32 contains 2993 members Mstep: Class 33 contains 16636 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9068 members Mstep: Class 36 contains 4813 members Mstep: Class 37 contains 1384 members Mstep: Class 38 contains 1709 members Mstep: Class 39 contains 20513 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5152 members Mstep: Class 42 contains 8485 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 627 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2697 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982537.000000 Penalty: 20076.843750 Iteration 188Q: 49 clusters Score -8982537 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18754 members Mstep: Class 4 contains 1229 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 11625 members Mstep: Class 8 contains 4699 members Mstep: Class 9 contains 10745 members Mstep: Class 10 contains 3900 members Mstep: Class 11 contains 2240 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31713 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4021 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9456 members Mstep: Class 20 contains 2339 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1958 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8235 members Mstep: Class 26 contains 6529 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4846 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 2993 members Mstep: Class 33 contains 16632 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9073 members Mstep: Class 36 contains 4828 members Mstep: Class 37 contains 1384 members Mstep: Class 38 contains 1711 members Mstep: Class 39 contains 20516 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5156 members Mstep: Class 42 contains 8485 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 626 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5022 members Mstep: Class 47 contains 2697 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982569.000000 Penalty: 20076.843750 Iteration 189Q: 49 clusters Score -8982569 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18750 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 11625 members Mstep: Class 8 contains 4704 members Mstep: Class 9 contains 10730 members Mstep: Class 10 contains 3909 members Mstep: Class 11 contains 2230 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31710 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4021 members Mstep: Class 18 contains 1963 members Mstep: Class 19 contains 9455 members Mstep: Class 20 contains 2344 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1957 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14380 members Mstep: Class 25 contains 8245 members Mstep: Class 26 contains 6517 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7517 members Mstep: Class 32 contains 2993 members Mstep: Class 33 contains 16637 members Mstep: Class 34 contains 3300 members Mstep: Class 35 contains 9073 members Mstep: Class 36 contains 4838 members Mstep: Class 37 contains 1384 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20519 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5161 members Mstep: Class 42 contains 8485 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 623 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5022 members Mstep: Class 47 contains 2697 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982574.000000 Penalty: 20076.843750 Iteration 190Q: 49 clusters Score -8982574 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18744 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 861 members Mstep: Class 7 contains 11623 members Mstep: Class 8 contains 4705 members Mstep: Class 9 contains 10716 members Mstep: Class 10 contains 3923 members Mstep: Class 11 contains 2217 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31708 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4022 members Mstep: Class 18 contains 1962 members Mstep: Class 19 contains 9456 members Mstep: Class 20 contains 2347 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8254 members Mstep: Class 26 contains 6510 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7518 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16640 members Mstep: Class 34 contains 3299 members Mstep: Class 35 contains 9073 members Mstep: Class 36 contains 4848 members Mstep: Class 37 contains 1385 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20523 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5161 members Mstep: Class 42 contains 8485 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 623 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5022 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982596.000000 Penalty: 20076.843750 Iteration 191Q: 49 clusters Score -8982596 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18743 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 860 members Mstep: Class 7 contains 11616 members Mstep: Class 8 contains 4707 members Mstep: Class 9 contains 10703 members Mstep: Class 10 contains 3941 members Mstep: Class 11 contains 2205 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31699 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4025 members Mstep: Class 18 contains 1962 members Mstep: Class 19 contains 9459 members Mstep: Class 20 contains 2352 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8260 members Mstep: Class 26 contains 6506 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7518 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16639 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9070 members Mstep: Class 36 contains 4856 members Mstep: Class 37 contains 1386 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20530 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5162 members Mstep: Class 42 contains 8481 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 624 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5024 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7477 members Entering Unmasked Estep ConsiderDeletion Score: -8982584.000000 Penalty: 20076.843750 Iteration 192Q: 49 clusters Score -8982584 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18739 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11608 members Mstep: Class 8 contains 4708 members Mstep: Class 9 contains 10695 members Mstep: Class 10 contains 3955 members Mstep: Class 11 contains 2183 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31695 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4030 members Mstep: Class 18 contains 1959 members Mstep: Class 19 contains 9463 members Mstep: Class 20 contains 2355 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14380 members Mstep: Class 25 contains 8264 members Mstep: Class 26 contains 6508 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16640 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9071 members Mstep: Class 36 contains 4862 members Mstep: Class 37 contains 1382 members Mstep: Class 38 contains 1721 members Mstep: Class 39 contains 20537 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5165 members Mstep: Class 42 contains 8481 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 624 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7476 members Entering Unmasked Estep ConsiderDeletion Score: -8982585.000000 Penalty: 20076.843750 Iteration 193Q: 49 clusters Score -8982585 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18737 members Mstep: Class 4 contains 1229 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4711 members Mstep: Class 9 contains 10690 members Mstep: Class 10 contains 3961 members Mstep: Class 11 contains 2169 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31690 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4032 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 9466 members Mstep: Class 20 contains 2356 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14383 members Mstep: Class 25 contains 8266 members Mstep: Class 26 contains 6502 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16640 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9070 members Mstep: Class 36 contains 4873 members Mstep: Class 37 contains 1381 members Mstep: Class 38 contains 1728 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8480 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 624 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7476 members Entering Unmasked Estep ConsiderDeletion Score: -8982584.000000 Penalty: 20076.843750 Iteration 194Q: 49 clusters Score -8982584 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18734 members Mstep: Class 4 contains 1229 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4713 members Mstep: Class 9 contains 10683 members Mstep: Class 10 contains 3972 members Mstep: Class 11 contains 2152 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31682 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4035 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 9470 members Mstep: Class 20 contains 2356 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8269 members Mstep: Class 26 contains 6496 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16640 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9077 members Mstep: Class 36 contains 4879 members Mstep: Class 37 contains 1381 members Mstep: Class 38 contains 1726 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8481 members Mstep: Class 43 contains 702 members Mstep: Class 44 contains 628 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982586.000000 Penalty: 20076.843750 Iteration 195Q: 49 clusters Score -8982586 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18728 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2082 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4714 members Mstep: Class 9 contains 10678 members Mstep: Class 10 contains 3987 members Mstep: Class 11 contains 2139 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31679 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4037 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9474 members Mstep: Class 20 contains 2357 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14381 members Mstep: Class 25 contains 8277 members Mstep: Class 26 contains 6486 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7519 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16642 members Mstep: Class 34 contains 3299 members Mstep: Class 35 contains 9080 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1379 members Mstep: Class 38 contains 1726 members Mstep: Class 39 contains 20543 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 703 members Mstep: Class 44 contains 631 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982596.000000 Penalty: 20076.843750 Iteration 196Q: 49 clusters Score -8982596 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18725 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4716 members Mstep: Class 9 contains 10671 members Mstep: Class 10 contains 3996 members Mstep: Class 11 contains 2132 members Mstep: Class 12 contains 5296 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31679 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4041 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9473 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8284 members Mstep: Class 26 contains 6480 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7522 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16645 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9079 members Mstep: Class 36 contains 4890 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1722 members Mstep: Class 39 contains 20540 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 632 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982601.000000 Penalty: 20076.843750 Iteration 197Q: 49 clusters Score -8982601 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18721 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4717 members Mstep: Class 9 contains 10669 members Mstep: Class 10 contains 4003 members Mstep: Class 11 contains 2130 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31676 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9473 members Mstep: Class 20 contains 2361 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8284 members Mstep: Class 26 contains 6474 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7523 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16647 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9080 members Mstep: Class 36 contains 4890 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1721 members Mstep: Class 39 contains 20540 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 634 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982599.000000 Penalty: 20076.843750 Iteration 198Q: 49 clusters Score -8982599 nChanged 46 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14821 members Mstep: Class 3 contains 18720 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4716 members Mstep: Class 9 contains 10665 members Mstep: Class 10 contains 4008 members Mstep: Class 11 contains 2124 members Mstep: Class 12 contains 5296 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31674 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4046 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9473 members Mstep: Class 20 contains 2364 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1956 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14371 members Mstep: Class 25 contains 8285 members Mstep: Class 26 contains 6472 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9080 members Mstep: Class 36 contains 4888 members Mstep: Class 37 contains 1378 members Mstep: Class 38 contains 1723 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 637 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5023 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982598.000000 Penalty: 20076.843750 Iteration 199Q: 49 clusters Score -8982598 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18721 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4717 members Mstep: Class 9 contains 10662 members Mstep: Class 10 contains 4010 members Mstep: Class 11 contains 2119 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31673 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4046 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9473 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1954 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14371 members Mstep: Class 25 contains 8287 members Mstep: Class 26 contains 6470 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16649 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9081 members Mstep: Class 36 contains 4885 members Mstep: Class 37 contains 1378 members Mstep: Class 38 contains 1719 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5024 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982609.000000 Penalty: 20076.843750 Iteration 200F: 49 clusters Score -8982609 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18720 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4717 members Mstep: Class 9 contains 10655 members Mstep: Class 10 contains 4012 members Mstep: Class 11 contains 2120 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31671 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9472 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1951 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8288 members Mstep: Class 26 contains 6475 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16649 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9082 members Mstep: Class 36 contains 4882 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1718 members Mstep: Class 39 contains 20544 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 639 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982629.000000 Penalty: 20076.843750 Iteration 201Q: 49 clusters Score -8982629 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18718 members Mstep: Class 4 contains 1229 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4718 members Mstep: Class 9 contains 10650 members Mstep: Class 10 contains 4015 members Mstep: Class 11 contains 2120 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31669 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9474 members Mstep: Class 20 contains 2373 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1948 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8289 members Mstep: Class 26 contains 6479 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16649 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9081 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1718 members Mstep: Class 39 contains 20546 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 641 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982638.000000 Penalty: 20076.843750 Iteration 202Q: 49 clusters Score -8982638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14820 members Mstep: Class 3 contains 18716 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4719 members Mstep: Class 9 contains 10647 members Mstep: Class 10 contains 4017 members Mstep: Class 11 contains 2119 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31669 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9474 members Mstep: Class 20 contains 2374 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14375 members Mstep: Class 25 contains 8289 members Mstep: Class 26 contains 6480 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9082 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1378 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20547 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 643 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982630.000000 Penalty: 20076.843750 Iteration 203Q: 49 clusters Score -8982630 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14819 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11599 members Mstep: Class 8 contains 4720 members Mstep: Class 9 contains 10645 members Mstep: Class 10 contains 4020 members Mstep: Class 11 contains 2118 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31667 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 9474 members Mstep: Class 20 contains 2377 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1943 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14375 members Mstep: Class 25 contains 8291 members Mstep: Class 26 contains 6479 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9083 members Mstep: Class 36 contains 4879 members Mstep: Class 37 contains 1378 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20548 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 644 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982631.000000 Penalty: 20076.843750 Iteration 204Q: 49 clusters Score -8982631 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14817 members Mstep: Class 3 contains 18712 members Mstep: Class 4 contains 1227 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11599 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10641 members Mstep: Class 10 contains 4023 members Mstep: Class 11 contains 2118 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31667 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1940 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8293 members Mstep: Class 26 contains 6479 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9088 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20550 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 645 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982616.000000 Penalty: 20076.843750 Iteration 205Q: 49 clusters Score -8982616 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11599 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10638 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31664 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1958 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1939 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8294 members Mstep: Class 26 contains 6482 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9092 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20550 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 644 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982623.000000 Penalty: 20076.843750 Iteration 206Q: 49 clusters Score -8982623 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10634 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31658 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 1960 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1938 members Mstep: Class 23 contains 860 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8297 members Mstep: Class 26 contains 6482 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9096 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20550 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 643 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982613.000000 Penalty: 20076.843750 Iteration 207Q: 49 clusters Score -8982613 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1231 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10628 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31657 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4046 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1934 members Mstep: Class 23 contains 859 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8301 members Mstep: Class 26 contains 6481 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4846 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13557 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9098 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20550 members Mstep: Class 40 contains 2486 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 640 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982616.000000 Penalty: 20076.843750 Iteration 208Q: 49 clusters Score -8982616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10626 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2688 members Mstep: Class 14 contains 31657 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4047 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1933 members Mstep: Class 23 contains 860 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6481 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4846 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13556 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2990 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9099 members Mstep: Class 36 contains 4880 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20550 members Mstep: Class 40 contains 2485 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 639 members Mstep: Class 45 contains 27154 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982627.000000 Penalty: 20076.843750 Iteration 209Q: 49 clusters Score -8982627 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 14816 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10624 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31658 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4047 members Mstep: Class 18 contains 1964 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1931 members Mstep: Class 23 contains 861 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6479 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4846 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9099 members Mstep: Class 36 contains 4881 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20551 members Mstep: Class 40 contains 2483 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27153 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982620.000000 Penalty: 20076.843750 Iteration 210Q: 49 clusters Score -8982620 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14815 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1237 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11603 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10622 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31660 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1964 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1923 members Mstep: Class 23 contains 860 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6479 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4847 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9101 members Mstep: Class 36 contains 4882 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2481 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27153 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982637.000000 Penalty: 20076.843750 Iteration 211Q: 49 clusters Score -8982637 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14813 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1240 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10618 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31656 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1964 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1919 members Mstep: Class 23 contains 859 members Mstep: Class 24 contains 14374 members Mstep: Class 25 contains 8307 members Mstep: Class 26 contains 6482 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4849 members Mstep: Class 29 contains 421 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9107 members Mstep: Class 36 contains 4883 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2481 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27152 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982638.000000 Penalty: 20076.843750 Iteration 212Q: 49 clusters Score -8982638 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14810 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1247 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31650 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1964 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1915 members Mstep: Class 23 contains 857 members Mstep: Class 24 contains 14374 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6487 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4852 members Mstep: Class 29 contains 422 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9112 members Mstep: Class 36 contains 4883 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2481 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982647.000000 Penalty: 20076.843750 Iteration 213Q: 49 clusters Score -8982647 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14810 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1252 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31651 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 856 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6487 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4852 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9114 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20551 members Mstep: Class 40 contains 2481 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982646.000000 Penalty: 20076.843750 Iteration 214Q: 49 clusters Score -8982646 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14809 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1258 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11599 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31653 members Mstep: Class 15 contains 2204 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1902 members Mstep: Class 23 contains 855 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4853 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9114 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20549 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982634.000000 Penalty: 20076.843750 Iteration 215Q: 49 clusters Score -8982634 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1259 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31652 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1898 members Mstep: Class 23 contains 854 members Mstep: Class 24 contains 14374 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4854 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9115 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20549 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982626.000000 Penalty: 20076.843750 Iteration 216Q: 49 clusters Score -8982626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1261 members Mstep: Class 5 contains 2084 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11599 members Mstep: Class 8 contains 4721 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31652 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1894 members Mstep: Class 23 contains 852 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8307 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4856 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20548 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982632.000000 Penalty: 20076.843750 Iteration 217Q: 49 clusters Score -8982632 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14812 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1261 members Mstep: Class 5 contains 2086 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4722 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31652 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1891 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8307 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4860 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9115 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20549 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27151 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982636.000000 Penalty: 20076.843750 Iteration 218Q: 49 clusters Score -8982636 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1263 members Mstep: Class 5 contains 2086 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4723 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31650 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1889 members Mstep: Class 23 contains 842 members Mstep: Class 24 contains 14370 members Mstep: Class 25 contains 8307 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4863 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27152 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982648.000000 Penalty: 20076.843750 Iteration 219Q: 49 clusters Score -8982648 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 14812 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1263 members Mstep: Class 5 contains 2085 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4723 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31651 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1884 members Mstep: Class 23 contains 841 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8307 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4866 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16654 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 637 members Mstep: Class 45 contains 27152 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982653.000000 Penalty: 20076.843750 Iteration 220F: 49 clusters Score -8982653 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 14813 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1267 members Mstep: Class 5 contains 2085 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 4723 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31648 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1880 members Mstep: Class 23 contains 841 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8306 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4868 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20552 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27150 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982644.000000 Penalty: 20076.843750 Iteration 221Q: 49 clusters Score -8982644 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14811 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1275 members Mstep: Class 5 contains 2086 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11603 members Mstep: Class 8 contains 4723 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5302 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31643 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1878 members Mstep: Class 23 contains 839 members Mstep: Class 24 contains 14374 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4871 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7525 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4884 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20551 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 639 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982634.000000 Penalty: 20076.843750 Iteration 222Q: 49 clusters Score -8982634 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14809 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1281 members Mstep: Class 5 contains 2087 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11601 members Mstep: Class 8 contains 4724 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4028 members Mstep: Class 11 contains 2117 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31641 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 837 members Mstep: Class 24 contains 14375 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4872 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9116 members Mstep: Class 36 contains 4885 members Mstep: Class 37 contains 1377 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20548 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 640 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982640.000000 Penalty: 20076.843750 Iteration 223Q: 49 clusters Score -8982640 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14803 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 2087 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4726 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4028 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 31641 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1965 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1872 members Mstep: Class 23 contains 834 members Mstep: Class 24 contains 14378 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4875 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13556 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9117 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1376 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20547 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 642 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982647.000000 Penalty: 20076.843750 Iteration 224Q: 49 clusters Score -8982647 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14800 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1295 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 4726 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4029 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2690 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1967 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1867 members Mstep: Class 23 contains 831 members Mstep: Class 24 contains 14380 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4882 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13556 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2991 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3298 members Mstep: Class 35 contains 9117 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20546 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 638 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982649.000000 Penalty: 20076.843750 Iteration 225Q: 49 clusters Score -8982649 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14796 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1305 members Mstep: Class 5 contains 2078 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4031 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2692 members Mstep: Class 14 contains 31638 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1966 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1861 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 14383 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4889 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3297 members Mstep: Class 35 contains 9118 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20543 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7481 members Entering Unmasked Estep ConsiderDeletion Score: -8982650.000000 Penalty: 20076.843750 Iteration 226Q: 49 clusters Score -8982650 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14796 members Mstep: Class 3 contains 18716 members Mstep: Class 4 contains 1309 members Mstep: Class 5 contains 2077 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4031 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2693 members Mstep: Class 14 contains 31636 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1966 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1857 members Mstep: Class 23 contains 829 members Mstep: Class 24 contains 14384 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4890 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3296 members Mstep: Class 35 contains 9120 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982648.000000 Penalty: 20076.843750 Iteration 227Q: 49 clusters Score -8982648 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14794 members Mstep: Class 3 contains 18716 members Mstep: Class 4 contains 1317 members Mstep: Class 5 contains 2076 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4031 members Mstep: Class 11 contains 2114 members Mstep: Class 12 contains 5303 members Mstep: Class 13 contains 2694 members Mstep: Class 14 contains 31636 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4051 members Mstep: Class 18 contains 1967 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1852 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4891 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20540 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982651.000000 Penalty: 20076.843750 Iteration 228Q: 49 clusters Score -8982651 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14792 members Mstep: Class 3 contains 18716 members Mstep: Class 4 contains 1319 members Mstep: Class 5 contains 2076 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4034 members Mstep: Class 11 contains 2113 members Mstep: Class 12 contains 5302 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 31638 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4051 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 825 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4892 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13555 members Mstep: Class 31 contains 7526 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16653 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9121 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20539 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982651.000000 Penalty: 20076.843750 Iteration 229Q: 49 clusters Score -8982651 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14789 members Mstep: Class 3 contains 18716 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 2076 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4038 members Mstep: Class 11 contains 2113 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2696 members Mstep: Class 14 contains 31638 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2015 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1846 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14386 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4893 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13553 members Mstep: Class 31 contains 7527 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9121 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20538 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2700 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982646.000000 Penalty: 20076.843750 Iteration 230Q: 49 clusters Score -8982646 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14788 members Mstep: Class 3 contains 18715 members Mstep: Class 4 contains 1324 members Mstep: Class 5 contains 2074 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4042 members Mstep: Class 11 contains 2114 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2700 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2015 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9476 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1842 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13551 members Mstep: Class 31 contains 7528 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20540 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982657.000000 Penalty: 20076.843750 Iteration 231Q: 49 clusters Score -8982657 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 2073 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4046 members Mstep: Class 11 contains 2110 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2705 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2015 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1840 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14386 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13547 members Mstep: Class 31 contains 7529 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16649 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8477 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982668.000000 Penalty: 20076.843750 Iteration 232Q: 49 clusters Score -8982668 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14785 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 2071 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4048 members Mstep: Class 11 contains 2105 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2713 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1840 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14385 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13542 members Mstep: Class 31 contains 7529 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9125 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982670.000000 Penalty: 20076.843750 Iteration 233Q: 49 clusters Score -8982670 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14785 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 2069 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4056 members Mstep: Class 11 contains 2101 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2720 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2014 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14383 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13536 members Mstep: Class 31 contains 7529 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9125 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1715 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7480 members Entering Unmasked Estep ConsiderDeletion Score: -8982679.000000 Penalty: 20076.843750 Iteration 234Q: 49 clusters Score -8982679 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 2070 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4062 members Mstep: Class 11 contains 2098 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 2727 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2015 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14380 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13528 members Mstep: Class 31 contains 7529 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16647 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9126 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1375 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982673.000000 Penalty: 20076.843750 Iteration 235Q: 49 clusters Score -8982673 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1332 members Mstep: Class 5 contains 2069 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4063 members Mstep: Class 11 contains 2094 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2732 members Mstep: Class 14 contains 31641 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2018 members Mstep: Class 17 contains 4051 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13522 members Mstep: Class 31 contains 7530 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16647 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9126 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27145 members Mstep: Class 46 contains 5025 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982676.000000 Penalty: 20076.843750 Iteration 236Q: 49 clusters Score -8982676 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18712 members Mstep: Class 4 contains 1334 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4066 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5301 members Mstep: Class 13 contains 2736 members Mstep: Class 14 contains 31641 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2020 members Mstep: Class 17 contains 4051 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9475 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14376 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13516 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16648 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9126 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5168 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982687.000000 Penalty: 20076.843750 Iteration 237Q: 49 clusters Score -8982687 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18712 members Mstep: Class 4 contains 1338 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4067 members Mstep: Class 11 contains 2092 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2740 members Mstep: Class 14 contains 31638 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2023 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14376 members Mstep: Class 25 contains 8302 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13511 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16649 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9124 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20544 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27146 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982679.000000 Penalty: 20076.843750 Iteration 238Q: 49 clusters Score -8982679 nChanged 25 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14786 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1337 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4070 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2740 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2025 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1829 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14375 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13508 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16650 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9124 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20545 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27147 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982701.000000 Penalty: 20076.843750 Iteration 239Q: 49 clusters Score -8982701 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14784 members Mstep: Class 3 contains 18712 members Mstep: Class 4 contains 1339 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4072 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2738 members Mstep: Class 14 contains 31642 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2027 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1825 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13507 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9124 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20547 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982696.000000 Penalty: 20076.843750 Iteration 240F: 49 clusters Score -8982696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14781 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2737 members Mstep: Class 14 contains 31642 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2029 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1821 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13506 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9125 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20546 members Mstep: Class 40 contains 2482 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982696.000000 Penalty: 20076.843750 Iteration 241Q: 49 clusters Score -8982696 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14780 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2737 members Mstep: Class 14 contains 31642 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2029 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1818 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 424 members Mstep: Class 30 contains 13506 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9125 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20545 members Mstep: Class 40 contains 2481 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8478 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982691.000000 Penalty: 20076.843750 Iteration 242Q: 49 clusters Score -8982691 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14780 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2737 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2030 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1818 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13505 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9125 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20544 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7478 members Entering Unmasked Estep ConsiderDeletion Score: -8982694.000000 Penalty: 20076.843750 Iteration 243Q: 49 clusters Score -8982694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14780 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2736 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2033 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1817 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13502 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9124 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982697.000000 Penalty: 20076.843750 Iteration 244Q: 49 clusters Score -8982697 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14781 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1361 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2735 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2036 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3592 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8303 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13500 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982700.000000 Penalty: 20076.843750 Iteration 245Q: 49 clusters Score -8982700 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14781 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1362 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2735 members Mstep: Class 14 contains 31638 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2036 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1813 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13500 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982703.000000 Penalty: 20076.843750 Iteration 246Q: 49 clusters Score -8982703 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14781 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1363 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4072 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2733 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2039 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1810 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 425 members Mstep: Class 30 contains 13499 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982710.000000 Penalty: 20076.843750 Iteration 247Q: 49 clusters Score -8982710 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14782 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1364 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4074 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2732 members Mstep: Class 14 contains 31639 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2042 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14372 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 13497 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20543 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982708.000000 Penalty: 20076.843750 Iteration 248Q: 49 clusters Score -8982708 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14784 members Mstep: Class 3 contains 18711 members Mstep: Class 4 contains 1368 members Mstep: Class 5 contains 2068 members Mstep: Class 6 contains 857 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4074 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2732 members Mstep: Class 14 contains 31640 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2048 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14371 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13491 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20542 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982696.000000 Penalty: 20076.843750 Iteration 249Q: 49 clusters Score -8982696 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14783 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1373 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 856 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4072 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2728 members Mstep: Class 14 contains 31643 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2059 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1794 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14371 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13485 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20543 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982696.000000 Penalty: 20076.843750 Iteration 250Q: 49 clusters Score -8982696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14782 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 854 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4071 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2726 members Mstep: Class 14 contains 31646 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2065 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1789 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14373 members Mstep: Class 25 contains 8304 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13481 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20541 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982701.000000 Penalty: 20076.843750 Iteration 251Q: 49 clusters Score -8982701 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14782 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1385 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4069 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2723 members Mstep: Class 14 contains 31646 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2072 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1787 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14374 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13477 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1717 members Mstep: Class 39 contains 20536 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982715.000000 Penalty: 20076.843750 Iteration 252Q: 49 clusters Score -8982715 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14782 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1388 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4070 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5297 members Mstep: Class 13 contains 2722 members Mstep: Class 14 contains 31646 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2077 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1783 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3294 members Mstep: Class 35 contains 9123 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1716 members Mstep: Class 39 contains 20533 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982715.000000 Penalty: 20076.843750 Iteration 253Q: 49 clusters Score -8982715 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14781 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4073 members Mstep: Class 11 contains 2091 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2720 members Mstep: Class 14 contains 31642 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4048 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1782 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14378 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13472 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3295 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1714 members Mstep: Class 39 contains 20533 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982713.000000 Penalty: 20076.843750 Iteration 254Q: 49 clusters Score -8982713 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14778 members Mstep: Class 3 contains 18714 members Mstep: Class 4 contains 1404 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4076 members Mstep: Class 11 contains 2089 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31636 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2081 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1781 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14378 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13473 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3296 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1712 members Mstep: Class 39 contains 20533 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982718.000000 Penalty: 20076.843750 Iteration 255Q: 49 clusters Score -8982718 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14773 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4077 members Mstep: Class 11 contains 2088 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31630 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9477 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1782 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3296 members Mstep: Class 35 contains 9122 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1711 members Mstep: Class 39 contains 20533 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 705 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982717.000000 Penalty: 20076.843750 Iteration 256Q: 49 clusters Score -8982717 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14772 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1416 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4081 members Mstep: Class 11 contains 2084 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31630 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9478 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1780 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14380 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3296 members Mstep: Class 35 contains 9121 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1710 members Mstep: Class 39 contains 20532 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 706 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982718.000000 Penalty: 20076.843750 Iteration 257Q: 49 clusters Score -8982718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14771 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1418 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4084 members Mstep: Class 11 contains 2080 members Mstep: Class 12 contains 5299 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31630 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9479 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1779 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14379 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16651 members Mstep: Class 34 contains 3299 members Mstep: Class 35 contains 9121 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1705 members Mstep: Class 39 contains 20532 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 707 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982717.000000 Penalty: 20076.843750 Iteration 258Q: 49 clusters Score -8982717 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14772 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1418 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4084 members Mstep: Class 11 contains 2079 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31629 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1778 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14378 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3301 members Mstep: Class 35 contains 9121 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1702 members Mstep: Class 39 contains 20532 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5026 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982720.000000 Penalty: 20076.843750 Iteration 259Q: 49 clusters Score -8982720 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14773 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11598 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4087 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31628 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14376 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 427 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7532 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3304 members Mstep: Class 35 contains 9119 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1374 members Mstep: Class 38 contains 1701 members Mstep: Class 39 contains 20532 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5027 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982723.000000 Penalty: 20076.843750 Iteration 260F: 49 clusters Score -8982723 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14772 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1422 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4087 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31628 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1775 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14378 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 428 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7531 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3307 members Mstep: Class 35 contains 9119 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1373 members Mstep: Class 38 contains 1701 members Mstep: Class 39 contains 20529 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5027 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982713.000000 Penalty: 20076.843750 Iteration 261Q: 49 clusters Score -8982713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14771 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1424 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4088 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31629 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 428 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7530 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3308 members Mstep: Class 35 contains 9118 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1373 members Mstep: Class 38 contains 1701 members Mstep: Class 39 contains 20529 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 636 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5027 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982721.000000 Penalty: 20076.843750 Iteration 262Q: 49 clusters Score -8982721 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14771 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1424 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4088 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31629 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 428 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7530 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3309 members Mstep: Class 35 contains 9118 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1373 members Mstep: Class 38 contains 1701 members Mstep: Class 39 contains 20529 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5027 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982724.000000 Penalty: 20076.843750 Iteration 263Q: 49 clusters Score -8982724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 14771 members Mstep: Class 3 contains 18713 members Mstep: Class 4 contains 1424 members Mstep: Class 5 contains 2067 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 11597 members Mstep: Class 8 contains 4728 members Mstep: Class 9 contains 10614 members Mstep: Class 10 contains 4088 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 5298 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 31629 members Mstep: Class 15 contains 2205 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 4050 members Mstep: Class 18 contains 1968 members Mstep: Class 19 contains 9480 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 3593 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 824 members Mstep: Class 24 contains 14377 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 6488 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 4894 members Mstep: Class 29 contains 428 members Mstep: Class 30 contains 13474 members Mstep: Class 31 contains 7530 members Mstep: Class 32 contains 2992 members Mstep: Class 33 contains 16652 members Mstep: Class 34 contains 3309 members Mstep: Class 35 contains 9118 members Mstep: Class 36 contains 4886 members Mstep: Class 37 contains 1373 members Mstep: Class 38 contains 1701 members Mstep: Class 39 contains 20529 members Mstep: Class 40 contains 2480 members Mstep: Class 41 contains 5167 members Mstep: Class 42 contains 8479 members Mstep: Class 43 contains 708 members Mstep: Class 44 contains 635 members Mstep: Class 45 contains 27148 members Mstep: Class 46 contains 5027 members Mstep: Class 47 contains 2699 members Mstep: Class 48 contains 7479 members Entering Unmasked Estep ConsiderDeletion Score: -8982724.000000 Penalty: 20076.843750 Iteration 264F: 49 clusters Score -8982724 nChanged 0 Won't try splitting - already at maximum number of clusters 21->49 Clusters: Score -8982724.000000, best is -8989898.000000 Main iterations: 491 (time per=1240.938330ms) Total iterations: 4595 (time per=132.600810ms) Iterations metric 2: 21794889728.000000 (time per=27.956128ns) Iterations metric 3: 217947439104.000000 (time per=2795.631473ps) That took 609.300720 seconds.