FileBase /isis1/Yuta/YutaData/YutaMouse23-140801/YutaMouse23-140801/YutaMouse23-140801 ElecNo 3 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1565213 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 521737 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27795 members Mstep: Class 2 contains 27470 members Mstep: Class 3 contains 27410 members Mstep: Class 4 contains 27362 members Mstep: Class 5 contains 27488 members Mstep: Class 6 contains 27602 members Mstep: Class 7 contains 27192 members Mstep: Class 8 contains 27453 members Mstep: Class 9 contains 27462 members Mstep: Class 10 contains 27515 members Mstep: Class 11 contains 27458 members Mstep: Class 12 contains 27345 members Mstep: Class 13 contains 27449 members Mstep: Class 14 contains 27526 members Mstep: Class 15 contains 27664 members Mstep: Class 16 contains 27374 members Mstep: Class 17 contains 27429 members Mstep: Class 18 contains 27384 members Mstep: Class 19 contains 27359 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 559.571594 but Gain 3264.898438 Score: -33522392.000000 Penalty: 58768.199219 Iteration 0F: 19 clusters Score -3.352239e+07 nChanged 488057 Entering Unmasked Mstep Mstep: Class 0 contains 1483 members Mstep: Class 1 contains 46422 members Mstep: Class 2 contains 31001 members Mstep: Class 3 contains 24513 members Mstep: Class 5 contains 24888 members Mstep: Class 6 contains 37811 members Mstep: Class 7 contains 19114 members Mstep: Class 8 contains 26484 members Mstep: Class 9 contains 24378 members Mstep: Class 10 contains 14534 members Mstep: Class 11 contains 26813 members Mstep: Class 12 contains 25829 members Mstep: Class 13 contains 29721 members Mstep: Class 14 contains 15564 members Mstep: Class 15 contains 41278 members Mstep: Class 16 contains 48035 members Mstep: Class 17 contains 16961 members Mstep: Class 18 contains 42530 members Mstep: Class 19 contains 24378 members Entering Unmasked Estep ConsiderDeletion Score: -34875808.000000 Penalty: 58768.199219 Iteration 1F: 19 clusters Score -3.487581e+07 nChanged 149796 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 49758 members Mstep: Class 2 contains 33624 members Mstep: Class 3 contains 26563 members Mstep: Class 5 contains 30497 members Mstep: Class 6 contains 38265 members Mstep: Class 7 contains 14052 members Mstep: Class 8 contains 23034 members Mstep: Class 9 contains 20040 members Mstep: Class 10 contains 12493 members Mstep: Class 11 contains 21103 members Mstep: Class 12 contains 24852 members Mstep: Class 13 contains 26314 members Mstep: Class 14 contains 10494 members Mstep: Class 15 contains 43456 members Mstep: Class 16 contains 65989 members Mstep: Class 17 contains 11859 members Mstep: Class 18 contains 47790 members Mstep: Class 19 contains 21501 members Entering Unmasked Estep ConsiderDeletion Score: -35115944.000000 Penalty: 58768.199219 Iteration 2F: 19 clusters Score -3.511594e+07 nChanged 114956 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 54818 members Mstep: Class 2 contains 33088 members Mstep: Class 3 contains 29529 members Mstep: Class 5 contains 40262 members Mstep: Class 6 contains 38248 members Mstep: Class 7 contains 12167 members Mstep: Class 8 contains 19003 members Mstep: Class 9 contains 16720 members Mstep: Class 10 contains 12113 members Mstep: Class 11 contains 16661 members Mstep: Class 12 contains 22686 members Mstep: Class 13 contains 23663 members Mstep: Class 14 contains 4763 members Mstep: Class 15 contains 41841 members Mstep: Class 16 contains 81378 members Mstep: Class 17 contains 8570 members Mstep: Class 18 contains 49240 members Mstep: Class 19 contains 16969 members Entering Unmasked Estep ConsiderDeletion Score: -35222016.000000 Penalty: 58768.199219 Iteration 3F: 19 clusters Score -3.522202e+07 nChanged 88340 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 62554 members Mstep: Class 2 contains 30137 members Mstep: Class 3 contains 32133 members Mstep: Class 5 contains 48392 members Mstep: Class 6 contains 37403 members Mstep: Class 7 contains 10970 members Mstep: Class 8 contains 14721 members Mstep: Class 9 contains 13653 members Mstep: Class 10 contains 12146 members Mstep: Class 11 contains 13518 members Mstep: Class 12 contains 20092 members Mstep: Class 13 contains 22243 members Mstep: Class 14 contains 3143 members Mstep: Class 15 contains 38485 members Mstep: Class 16 contains 94929 members Mstep: Class 17 contains 6365 members Mstep: Class 18 contains 48855 members Mstep: Class 19 contains 11980 members Entering Unmasked Estep ConsiderDeletion Score: -35292472.000000 Penalty: 58768.199219 Iteration 4F: 19 clusters Score -3.529247e+07 nChanged 74590 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 72191 members Mstep: Class 2 contains 26023 members Mstep: Class 3 contains 34198 members Mstep: Class 5 contains 53894 members Mstep: Class 6 contains 35773 members Mstep: Class 7 contains 9410 members Mstep: Class 8 contains 10834 members Mstep: Class 9 contains 10695 members Mstep: Class 10 contains 12217 members Mstep: Class 11 contains 10969 members Mstep: Class 12 contains 17540 members Mstep: Class 13 contains 20848 members Mstep: Class 14 contains 2823 members Mstep: Class 15 contains 34834 members Mstep: Class 16 contains 108332 members Mstep: Class 17 contains 4983 members Mstep: Class 18 contains 48333 members Mstep: Class 19 contains 7822 members Entering Unmasked Estep ConsiderDeletion Score: -35347416.000000 Penalty: 58768.199219 Iteration 5F: 19 clusters Score -3.534742e+07 nChanged 65125 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 83393 members Mstep: Class 2 contains 21434 members Mstep: Class 3 contains 35726 members Mstep: Class 5 contains 56651 members Mstep: Class 6 contains 33328 members Mstep: Class 7 contains 7679 members Mstep: Class 8 contains 7624 members Mstep: Class 9 contains 8092 members Mstep: Class 10 contains 12264 members Mstep: Class 11 contains 8782 members Mstep: Class 12 contains 15318 members Mstep: Class 13 contains 19072 members Mstep: Class 14 contains 2775 members Mstep: Class 15 contains 31681 members Mstep: Class 16 contains 121212 members Mstep: Class 17 contains 4077 members Mstep: Class 18 contains 47836 members Mstep: Class 19 contains 4775 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2912.505615 but Gain 3264.902344 Score: -35393960.000000 Penalty: 55503.296875 Iteration 6F: 18 clusters Score -3.539396e+07 nChanged 60883 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 96448 members Mstep: Class 2 contains 16991 members Mstep: Class 3 contains 37253 members Mstep: Class 5 contains 57001 members Mstep: Class 6 contains 30084 members Mstep: Class 7 contains 5907 members Mstep: Class 8 contains 5298 members Mstep: Class 9 contains 5867 members Mstep: Class 10 contains 12387 members Mstep: Class 11 contains 7120 members Mstep: Class 12 contains 13540 members Mstep: Class 13 contains 17178 members Mstep: Class 14 contains 2755 members Mstep: Class 15 contains 29579 members Mstep: Class 16 contains 133612 members Mstep: Class 17 contains 3333 members Mstep: Class 18 contains 47366 members Entering Unmasked Estep ConsiderDeletion Score: -35438784.000000 Penalty: 55503.296875 Iteration 7F: 18 clusters Score -3.543878e+07 nChanged 51649 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 110654 members Mstep: Class 2 contains 13025 members Mstep: Class 3 contains 38122 members Mstep: Class 5 contains 55205 members Mstep: Class 6 contains 25913 members Mstep: Class 7 contains 4243 members Mstep: Class 8 contains 3595 members Mstep: Class 9 contains 3977 members Mstep: Class 10 contains 12084 members Mstep: Class 11 contains 5627 members Mstep: Class 12 contains 12185 members Mstep: Class 13 contains 15179 members Mstep: Class 14 contains 2754 members Mstep: Class 15 contains 27637 members Mstep: Class 16 contains 142630 members Mstep: Class 17 contains 2724 members Mstep: Class 18 contains 46165 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2796.368652 but Gain 3264.898438 Score: -35474916.000000 Penalty: 52238.398438 Iteration 8F: 17 clusters Score -3.547492e+07 nChanged 48302 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 126587 members Mstep: Class 2 contains 9920 members Mstep: Class 3 contains 38665 members Mstep: Class 5 contains 52902 members Mstep: Class 6 contains 22090 members Mstep: Class 8 contains 2587 members Mstep: Class 9 contains 2698 members Mstep: Class 10 contains 11620 members Mstep: Class 11 contains 4576 members Mstep: Class 12 contains 11146 members Mstep: Class 13 contains 13552 members Mstep: Class 14 contains 2746 members Mstep: Class 15 contains 26013 members Mstep: Class 16 contains 149150 members Mstep: Class 17 contains 2277 members Mstep: Class 18 contains 45190 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 2386.535645 but Gain 3264.898438 Score: -35509280.000000 Penalty: 48973.500000 Iteration 9F: 16 clusters Score -3.550928e+07 nChanged 40028 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 140572 members Mstep: Class 2 contains 7657 members Mstep: Class 3 contains 39254 members Mstep: Class 5 contains 49191 members Mstep: Class 6 contains 18958 members Mstep: Class 8 contains 2015 members Mstep: Class 10 contains 11181 members Mstep: Class 11 contains 4060 members Mstep: Class 12 contains 10309 members Mstep: Class 13 contains 12363 members Mstep: Class 14 contains 2733 members Mstep: Class 15 contains 24347 members Mstep: Class 16 contains 153121 members Mstep: Class 17 contains 2075 members Mstep: Class 18 contains 43883 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 2274.954590 but Gain 3264.902344 Score: -35535800.000000 Penalty: 45708.597656 Iteration 10F: 15 clusters Score -3.55358e+07 nChanged 33340 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 152762 members Mstep: Class 2 contains 6195 members Mstep: Class 3 contains 39342 members Mstep: Class 5 contains 45590 members Mstep: Class 6 contains 16691 members Mstep: Class 10 contains 10634 members Mstep: Class 11 contains 3842 members Mstep: Class 12 contains 9581 members Mstep: Class 13 contains 11679 members Mstep: Class 14 contains 2735 members Mstep: Class 15 contains 22614 members Mstep: Class 16 contains 155782 members Mstep: Class 17 contains 1923 members Mstep: Class 18 contains 42350 members Entering Unmasked Estep ConsiderDeletion Score: -35554272.000000 Penalty: 45708.597656 Iteration 11F: 15 clusters Score -3.555427e+07 nChanged 25331 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 162593 members Mstep: Class 2 contains 5245 members Mstep: Class 3 contains 39441 members Mstep: Class 5 contains 42751 members Mstep: Class 6 contains 14949 members Mstep: Class 10 contains 10212 members Mstep: Class 11 contains 3754 members Mstep: Class 12 contains 9007 members Mstep: Class 13 contains 11292 members Mstep: Class 14 contains 2738 members Mstep: Class 15 contains 20663 members Mstep: Class 16 contains 156373 members Mstep: Class 17 contains 1791 members Mstep: Class 18 contains 40911 members Entering Unmasked Estep ConsiderDeletion Score: -35565360.000000 Penalty: 45708.597656 Iteration 12Q: 15 clusters Score -3.556536e+07 nChanged 20580 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 170903 members Mstep: Class 2 contains 4651 members Mstep: Class 3 contains 39616 members Mstep: Class 5 contains 40622 members Mstep: Class 6 contains 13610 members Mstep: Class 10 contains 9907 members Mstep: Class 11 contains 3820 members Mstep: Class 12 contains 8581 members Mstep: Class 13 contains 11107 members Mstep: Class 14 contains 2745 members Mstep: Class 15 contains 18748 members Mstep: Class 16 contains 156366 members Mstep: Class 17 contains 1666 members Mstep: Class 18 contains 39378 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 3256.492676 but Gain 3264.898438 Score: -35573744.000000 Penalty: 42443.699219 Iteration 13Q: 14 clusters Score -3.557374e+07 nChanged 18786 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 179026 members Mstep: Class 2 contains 4284 members Mstep: Class 3 contains 39912 members Mstep: Class 5 contains 39098 members Mstep: Class 6 contains 12607 members Mstep: Class 10 contains 9712 members Mstep: Class 11 contains 4256 members Mstep: Class 12 contains 8224 members Mstep: Class 13 contains 11032 members Mstep: Class 14 contains 2746 members Mstep: Class 15 contains 16970 members Mstep: Class 16 contains 155813 members Mstep: Class 18 contains 38039 members Entering Unmasked Estep ConsiderDeletion Score: -35582240.000000 Penalty: 42443.699219 Iteration 14Q: 14 clusters Score -3.558224e+07 nChanged 15401 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 185829 members Mstep: Class 2 contains 4007 members Mstep: Class 3 contains 40020 members Mstep: Class 5 contains 37848 members Mstep: Class 6 contains 11858 members Mstep: Class 10 contains 9531 members Mstep: Class 11 contains 4641 members Mstep: Class 12 contains 7930 members Mstep: Class 13 contains 11010 members Mstep: Class 14 contains 2746 members Mstep: Class 15 contains 15298 members Mstep: Class 16 contains 154765 members Mstep: Class 18 contains 36236 members Entering Unmasked Estep ConsiderDeletion Score: -35587360.000000 Penalty: 42443.699219 Iteration 15Q: 14 clusters Score -3.558736e+07 nChanged 13559 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 192343 members Mstep: Class 2 contains 3825 members Mstep: Class 3 contains 40048 members Mstep: Class 5 contains 36972 members Mstep: Class 6 contains 11263 members Mstep: Class 10 contains 9393 members Mstep: Class 11 contains 4984 members Mstep: Class 12 contains 7680 members Mstep: Class 13 contains 10998 members Mstep: Class 14 contains 2743 members Mstep: Class 15 contains 13698 members Mstep: Class 16 contains 153453 members Mstep: Class 18 contains 34319 members Entering Unmasked Estep ConsiderDeletion Score: -35591840.000000 Penalty: 42443.699219 Iteration 16Q: 14 clusters Score -3.559184e+07 nChanged 12320 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 198522 members Mstep: Class 2 contains 3686 members Mstep: Class 3 contains 39966 members Mstep: Class 5 contains 36308 members Mstep: Class 6 contains 10754 members Mstep: Class 10 contains 9293 members Mstep: Class 11 contains 5282 members Mstep: Class 12 contains 7488 members Mstep: Class 13 contains 11013 members Mstep: Class 14 contains 2744 members Mstep: Class 15 contains 12300 members Mstep: Class 16 contains 151931 members Mstep: Class 18 contains 32432 members Entering Unmasked Estep ConsiderDeletion Score: -35595868.000000 Penalty: 42443.699219 Iteration 17Q: 14 clusters Score -3.559587e+07 nChanged 11372 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 204554 members Mstep: Class 2 contains 3578 members Mstep: Class 3 contains 39720 members Mstep: Class 5 contains 35780 members Mstep: Class 6 contains 10273 members Mstep: Class 10 contains 9199 members Mstep: Class 11 contains 5498 members Mstep: Class 12 contains 7340 members Mstep: Class 13 contains 11036 members Mstep: Class 14 contains 2748 members Mstep: Class 15 contains 11012 members Mstep: Class 16 contains 150377 members Mstep: Class 18 contains 30604 members Entering Unmasked Estep ConsiderDeletion Score: -35599872.000000 Penalty: 42443.699219 Iteration 18Q: 14 clusters Score -3.559987e+07 nChanged 10640 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 210361 members Mstep: Class 2 contains 3523 members Mstep: Class 3 contains 39309 members Mstep: Class 5 contains 35397 members Mstep: Class 6 contains 9846 members Mstep: Class 10 contains 9108 members Mstep: Class 11 contains 5709 members Mstep: Class 12 contains 7192 members Mstep: Class 13 contains 11086 members Mstep: Class 14 contains 2743 members Mstep: Class 15 contains 9965 members Mstep: Class 16 contains 148779 members Mstep: Class 18 contains 28701 members Entering Unmasked Estep ConsiderDeletion Score: -35603408.000000 Penalty: 42443.699219 Iteration 19Q: 14 clusters Score -3.560341e+07 nChanged 10035 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 216055 members Mstep: Class 2 contains 3506 members Mstep: Class 3 contains 38679 members Mstep: Class 5 contains 35160 members Mstep: Class 6 contains 9440 members Mstep: Class 10 contains 9037 members Mstep: Class 11 contains 5874 members Mstep: Class 12 contains 7081 members Mstep: Class 13 contains 11164 members Mstep: Class 14 contains 2744 members Mstep: Class 15 contains 9023 members Mstep: Class 16 contains 147080 members Mstep: Class 18 contains 26876 members Entering Unmasked Estep ConsiderDeletion Score: -35606764.000000 Penalty: 42443.699219 Iteration 20F: 14 clusters Score -3.560676e+07 nChanged 9357 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 221596 members Mstep: Class 2 contains 3467 members Mstep: Class 3 contains 37885 members Mstep: Class 5 contains 35025 members Mstep: Class 6 contains 9063 members Mstep: Class 10 contains 8975 members Mstep: Class 11 contains 6001 members Mstep: Class 12 contains 6993 members Mstep: Class 13 contains 11221 members Mstep: Class 14 contains 2746 members Mstep: Class 15 contains 8221 members Mstep: Class 16 contains 145307 members Mstep: Class 18 contains 25219 members Entering Unmasked Estep ConsiderDeletion Score: -35609484.000000 Penalty: 42443.699219 Iteration 21Q: 14 clusters Score -3.560948e+07 nChanged 8972 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 227055 members Mstep: Class 2 contains 3443 members Mstep: Class 3 contains 37007 members Mstep: Class 5 contains 34998 members Mstep: Class 6 contains 8719 members Mstep: Class 10 contains 8929 members Mstep: Class 11 contains 6101 members Mstep: Class 12 contains 6929 members Mstep: Class 13 contains 11312 members Mstep: Class 14 contains 2751 members Mstep: Class 15 contains 7516 members Mstep: Class 16 contains 143289 members Mstep: Class 18 contains 23670 members Entering Unmasked Estep ConsiderDeletion Score: -35612380.000000 Penalty: 42443.699219 Iteration 22Q: 14 clusters Score -3.561238e+07 nChanged 8799 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 232521 members Mstep: Class 2 contains 3414 members Mstep: Class 3 contains 36024 members Mstep: Class 5 contains 35096 members Mstep: Class 6 contains 8408 members Mstep: Class 10 contains 8875 members Mstep: Class 11 contains 6181 members Mstep: Class 12 contains 6900 members Mstep: Class 13 contains 11429 members Mstep: Class 14 contains 2749 members Mstep: Class 15 contains 6885 members Mstep: Class 16 contains 141066 members Mstep: Class 18 contains 22171 members Entering Unmasked Estep ConsiderDeletion Score: -35614684.000000 Penalty: 42443.699219 Iteration 23Q: 14 clusters Score -3.561468e+07 nChanged 8665 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 238026 members Mstep: Class 2 contains 3377 members Mstep: Class 3 contains 34899 members Mstep: Class 5 contains 35266 members Mstep: Class 6 contains 8077 members Mstep: Class 10 contains 8837 members Mstep: Class 11 contains 6206 members Mstep: Class 12 contains 6840 members Mstep: Class 13 contains 11576 members Mstep: Class 14 contains 2745 members Mstep: Class 15 contains 6376 members Mstep: Class 16 contains 138645 members Mstep: Class 18 contains 20849 members Entering Unmasked Estep ConsiderDeletion Score: -35617216.000000 Penalty: 42443.699219 Iteration 24Q: 14 clusters Score -3.561722e+07 nChanged 8717 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 243603 members Mstep: Class 2 contains 3297 members Mstep: Class 3 contains 33684 members Mstep: Class 5 contains 35530 members Mstep: Class 6 contains 7798 members Mstep: Class 10 contains 8799 members Mstep: Class 11 contains 6241 members Mstep: Class 12 contains 6845 members Mstep: Class 13 contains 11710 members Mstep: Class 14 contains 2745 members Mstep: Class 15 contains 5919 members Mstep: Class 16 contains 135906 members Mstep: Class 18 contains 19642 members Entering Unmasked Estep ConsiderDeletion Score: -35620224.000000 Penalty: 42443.699219 Iteration 25Q: 14 clusters Score -3.562022e+07 nChanged 8843 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 249313 members Mstep: Class 2 contains 3206 members Mstep: Class 3 contains 32322 members Mstep: Class 5 contains 35873 members Mstep: Class 6 contains 7578 members Mstep: Class 10 contains 8768 members Mstep: Class 11 contains 6234 members Mstep: Class 12 contains 6902 members Mstep: Class 13 contains 11815 members Mstep: Class 14 contains 2741 members Mstep: Class 15 contains 5500 members Mstep: Class 16 contains 132955 members Mstep: Class 18 contains 18512 members Entering Unmasked Estep ConsiderDeletion Score: -35623092.000000 Penalty: 42443.699219 Iteration 26Q: 14 clusters Score -3.562309e+07 nChanged 8781 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 254833 members Mstep: Class 2 contains 3117 members Mstep: Class 3 contains 31041 members Mstep: Class 5 contains 36334 members Mstep: Class 6 contains 7379 members Mstep: Class 10 contains 8732 members Mstep: Class 11 contains 6200 members Mstep: Class 12 contains 7074 members Mstep: Class 13 contains 11889 members Mstep: Class 14 contains 2737 members Mstep: Class 15 contains 5130 members Mstep: Class 16 contains 129681 members Mstep: Class 18 contains 17572 members Entering Unmasked Estep ConsiderDeletion Score: -35625884.000000 Penalty: 42443.699219 Iteration 27Q: 14 clusters Score -3.562588e+07 nChanged 8584 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 260316 members Mstep: Class 2 contains 2982 members Mstep: Class 3 contains 29917 members Mstep: Class 5 contains 36874 members Mstep: Class 6 contains 7211 members Mstep: Class 10 contains 8690 members Mstep: Class 11 contains 6119 members Mstep: Class 12 contains 7269 members Mstep: Class 13 contains 11909 members Mstep: Class 14 contains 2740 members Mstep: Class 15 contains 4822 members Mstep: Class 16 contains 126159 members Mstep: Class 18 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -35628196.000000 Penalty: 42443.699219 Iteration 28Q: 14 clusters Score -3.56282e+07 nChanged 8245 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 265691 members Mstep: Class 2 contains 2837 members Mstep: Class 3 contains 28893 members Mstep: Class 5 contains 37451 members Mstep: Class 6 contains 7067 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 6037 members Mstep: Class 12 contains 7511 members Mstep: Class 13 contains 11898 members Mstep: Class 14 contains 2733 members Mstep: Class 15 contains 4538 members Mstep: Class 16 contains 122460 members Mstep: Class 18 contains 15943 members Entering Unmasked Estep ConsiderDeletion Score: -35630296.000000 Penalty: 42443.699219 Iteration 29Q: 14 clusters Score -3.56303e+07 nChanged 7990 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 270781 members Mstep: Class 2 contains 2684 members Mstep: Class 3 contains 27945 members Mstep: Class 5 contains 38127 members Mstep: Class 6 contains 6965 members Mstep: Class 10 contains 8631 members Mstep: Class 11 contains 5949 members Mstep: Class 12 contains 7810 members Mstep: Class 13 contains 11839 members Mstep: Class 14 contains 2730 members Mstep: Class 15 contains 4306 members Mstep: Class 16 contains 118692 members Mstep: Class 18 contains 15260 members Entering Unmasked Estep ConsiderDeletion Score: -35632172.000000 Penalty: 42443.699219 Iteration 30Q: 14 clusters Score -3.563217e+07 nChanged 7692 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 275833 members Mstep: Class 2 contains 2521 members Mstep: Class 3 contains 27055 members Mstep: Class 5 contains 38818 members Mstep: Class 6 contains 6848 members Mstep: Class 10 contains 8617 members Mstep: Class 11 contains 5858 members Mstep: Class 12 contains 8129 members Mstep: Class 13 contains 11799 members Mstep: Class 14 contains 2728 members Mstep: Class 15 contains 4062 members Mstep: Class 16 contains 114821 members Mstep: Class 18 contains 14630 members Entering Unmasked Estep ConsiderDeletion Score: -35634064.000000 Penalty: 42443.699219 Iteration 31Q: 14 clusters Score -3.563406e+07 nChanged 7478 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 280762 members Mstep: Class 2 contains 2383 members Mstep: Class 3 contains 26202 members Mstep: Class 5 contains 39555 members Mstep: Class 6 contains 6775 members Mstep: Class 10 contains 8593 members Mstep: Class 11 contains 5773 members Mstep: Class 12 contains 8448 members Mstep: Class 13 contains 11766 members Mstep: Class 14 contains 2721 members Mstep: Class 15 contains 3854 members Mstep: Class 16 contains 110819 members Mstep: Class 18 contains 14068 members Entering Unmasked Estep ConsiderDeletion Score: -35635640.000000 Penalty: 42443.699219 Iteration 32Q: 14 clusters Score -3.563564e+07 nChanged 7300 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 285658 members Mstep: Class 2 contains 2270 members Mstep: Class 3 contains 25381 members Mstep: Class 5 contains 40301 members Mstep: Class 6 contains 6720 members Mstep: Class 10 contains 8588 members Mstep: Class 11 contains 5657 members Mstep: Class 12 contains 8759 members Mstep: Class 13 contains 11702 members Mstep: Class 14 contains 2715 members Mstep: Class 15 contains 3684 members Mstep: Class 16 contains 106733 members Mstep: Class 18 contains 13551 members Entering Unmasked Estep ConsiderDeletion Score: -35637384.000000 Penalty: 42443.699219 Iteration 33Q: 14 clusters Score -3.563738e+07 nChanged 7265 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 290458 members Mstep: Class 2 contains 2157 members Mstep: Class 3 contains 24603 members Mstep: Class 5 contains 41078 members Mstep: Class 6 contains 6673 members Mstep: Class 10 contains 8581 members Mstep: Class 11 contains 5561 members Mstep: Class 12 contains 9072 members Mstep: Class 13 contains 11627 members Mstep: Class 14 contains 2716 members Mstep: Class 15 contains 3528 members Mstep: Class 16 contains 102617 members Mstep: Class 18 contains 13048 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 3221.249756 but Gain 3264.902344 Score: -35639128.000000 Penalty: 39178.796875 Iteration 34Q: 13 clusters Score -3.563913e+07 nChanged 9283 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 296466 members Mstep: Class 3 contains 23843 members Mstep: Class 5 contains 41913 members Mstep: Class 6 contains 6623 members Mstep: Class 10 contains 8575 members Mstep: Class 11 contains 5569 members Mstep: Class 12 contains 9944 members Mstep: Class 13 contains 11558 members Mstep: Class 14 contains 2714 members Mstep: Class 15 contains 3395 members Mstep: Class 16 contains 98532 members Mstep: Class 18 contains 12587 members Entering Unmasked Estep ConsiderDeletion Score: -35644052.000000 Penalty: 39178.796875 Iteration 35Q: 13 clusters Score -3.564405e+07 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 301126 members Mstep: Class 3 contains 23077 members Mstep: Class 5 contains 42902 members Mstep: Class 6 contains 6562 members Mstep: Class 10 contains 8566 members Mstep: Class 11 contains 5449 members Mstep: Class 12 contains 10302 members Mstep: Class 13 contains 11455 members Mstep: Class 14 contains 2711 members Mstep: Class 15 contains 3251 members Mstep: Class 16 contains 94181 members Mstep: Class 18 contains 12137 members Entering Unmasked Estep ConsiderDeletion Score: -35646688.000000 Penalty: 39178.796875 Iteration 36Q: 13 clusters Score -3.564669e+07 nChanged 7491 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 305816 members Mstep: Class 3 contains 22317 members Mstep: Class 5 contains 43879 members Mstep: Class 6 contains 6491 members Mstep: Class 10 contains 8563 members Mstep: Class 11 contains 5317 members Mstep: Class 12 contains 10579 members Mstep: Class 13 contains 11344 members Mstep: Class 14 contains 2712 members Mstep: Class 15 contains 3163 members Mstep: Class 16 contains 89828 members Mstep: Class 18 contains 11710 members Entering Unmasked Estep ConsiderDeletion Score: -35648808.000000 Penalty: 39178.796875 Iteration 37Q: 13 clusters Score -3.564881e+07 nChanged 7185 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 310325 members Mstep: Class 3 contains 21559 members Mstep: Class 5 contains 44866 members Mstep: Class 6 contains 6401 members Mstep: Class 10 contains 8548 members Mstep: Class 11 contains 5185 members Mstep: Class 12 contains 10841 members Mstep: Class 13 contains 11213 members Mstep: Class 14 contains 2709 members Mstep: Class 15 contains 3084 members Mstep: Class 16 contains 85666 members Mstep: Class 18 contains 11322 members Entering Unmasked Estep ConsiderDeletion Score: -35651120.000000 Penalty: 39178.796875 Iteration 38Q: 13 clusters Score -3.565112e+07 nChanged 6729 Entering ConstructFrom: Score: -35651120.000000 Penalty: 39178.796875 Entering ConstructFrom: Trying to split cluster 1 (314440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314440 members Entering Unmasked Estep Score: -21632838.000000 Penalty: 3139.320068 Iteration 0F: 2 clusters Score -2.163284e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156855 members Mstep: Class 2 contains 157585 members Entering Unmasked Estep Score: -21420954.000000 Penalty: 6278.640137 Iteration 0F: 3 clusters Score -2.142095e+07 nChanged 152351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146482 members Mstep: Class 2 contains 167958 members Entering Unmasked Estep Score: -21511470.000000 Penalty: 6278.640137 Iteration 1F: 3 clusters Score -2.151147e+07 nChanged 10406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139320 members Mstep: Class 2 contains 175120 members Entering Unmasked Estep Score: -21514532.000000 Penalty: 6278.640137 Iteration 2Q: 3 clusters Score -2.151453e+07 nChanged 13542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128128 members Mstep: Class 2 contains 186312 members Entering Unmasked Estep Score: -21519744.000000 Penalty: 6278.640137 Iteration 3Q: 3 clusters Score -2.151974e+07 nChanged 18377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111363 members Mstep: Class 2 contains 203077 members Entering Unmasked Estep Score: -21529494.000000 Penalty: 6278.640137 Iteration 4F: 3 clusters Score -2.152949e+07 nChanged 24126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88209 members Mstep: Class 2 contains 226231 members Entering Unmasked Estep Score: -21546752.000000 Penalty: 6278.640137 Iteration 5F: 3 clusters Score -2.154675e+07 nChanged 28147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60532 members Mstep: Class 2 contains 253908 members Entering Unmasked Estep Score: -21571432.000000 Penalty: 6278.640137 Iteration 6F: 3 clusters Score -2.157143e+07 nChanged 26539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34143 members Mstep: Class 2 contains 280297 members Entering Unmasked Estep Score: -21597358.000000 Penalty: 6278.640137 Iteration 7F: 3 clusters Score -2.159736e+07 nChanged 18844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 299107 members Entering Unmasked Estep Score: -21615692.000000 Penalty: 6278.640137 Iteration 8F: 3 clusters Score -2.161569e+07 nChanged 9758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 308859 members Entering Unmasked Estep Score: -21625320.000000 Penalty: 6278.640137 Iteration 9Q: 3 clusters Score -2.162532e+07 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 312550 members Entering Unmasked Estep Score: -21628734.000000 Penalty: 6278.640137 Iteration 10Q: 3 clusters Score -2.162873e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 313665 members Entering Unmasked Estep Score: -21629620.000000 Penalty: 6278.640137 Iteration 11Q: 3 clusters Score -2.162962e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 313960 members Entering Unmasked Estep Score: -21629948.000000 Penalty: 6278.640137 Iteration 12Q: 3 clusters Score -2.162995e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 314055 members Entering Unmasked Estep Score: -21630022.000000 Penalty: 6278.640137 Iteration 13Q: 3 clusters Score -2.163002e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 314090 members Entering Unmasked Estep Score: -21630052.000000 Penalty: 6278.640137 Iteration 14Q: 3 clusters Score -2.163005e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 314107 members Entering Unmasked Estep Score: -21630110.000000 Penalty: 6278.640137 Iteration 15Q: 3 clusters Score -2.163011e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 314116 members Entering Unmasked Estep Score: -21630150.000000 Penalty: 6278.640137 Iteration 16Q: 3 clusters Score -2.163015e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 314120 members Entering Unmasked Estep Score: -21630174.000000 Penalty: 6278.640137 Iteration 17Q: 3 clusters Score -2.163017e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 314122 members Entering Unmasked Estep Score: -21630172.000000 Penalty: 6278.640137 Iteration 18Q: 3 clusters Score -2.163017e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 314125 members Entering Unmasked Estep Score: -21630190.000000 Penalty: 6278.640137 Iteration 19Q: 3 clusters Score -2.163019e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 314127 members Entering Unmasked Estep Score: -21630194.000000 Penalty: 6278.640137 Iteration 20F: 3 clusters Score -2.163019e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 314132 members Entering Unmasked Estep Score: -21630178.000000 Penalty: 6278.640137 Iteration 21Q: 3 clusters Score -2.163018e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 314135 members Entering Unmasked Estep Score: -21630184.000000 Penalty: 6278.640137 Iteration 22Q: 3 clusters Score -2.163018e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 314133 members Entering Unmasked Estep Score: -21630178.000000 Penalty: 6278.640137 Iteration 23Q: 3 clusters Score -2.163018e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 314132 members Entering Unmasked Estep Score: -21630200.000000 Penalty: 6278.640137 Iteration 24Q: 3 clusters Score -2.16302e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 314130 members Entering Unmasked Estep Score: -21630196.000000 Penalty: 6278.640137 Iteration 25Q: 3 clusters Score -2.16302e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 314130 members Entering Unmasked Estep Score: -21630204.000000 Penalty: 6278.640137 Iteration 26Q: 3 clusters Score -2.16302e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 314133 members Entering Unmasked Estep Score: -21630212.000000 Penalty: 6278.640137 Iteration 27Q: 3 clusters Score -2.163021e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 314132 members Entering Unmasked Estep Score: -21630214.000000 Penalty: 6278.640137 Iteration 28Q: 3 clusters Score -2.163021e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 314132 members Entering Unmasked Estep Score: -21630214.000000 Penalty: 6278.640137 Iteration 29F: 3 clusters Score -2.163021e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (20774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20774 members Entering Unmasked Estep Score: -1496744.750000 Penalty: 2465.481445 Iteration 0F: 2 clusters Score -1496745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -1482137.875000 Penalty: 4930.962891 Iteration 0F: 3 clusters Score -1482138 nChanged 9123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1487147.250000 Penalty: 4930.962891 Iteration 1F: 3 clusters Score -1487147 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -1487616.625000 Penalty: 4930.962891 Iteration 2F: 3 clusters Score -1487617 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -1488005.125000 Penalty: 4930.962891 Iteration 3F: 3 clusters Score -1488005 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -1488366.125000 Penalty: 4930.962891 Iteration 4Q: 3 clusters Score -1488366 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -1488684.625000 Penalty: 4930.962891 Iteration 5Q: 3 clusters Score -1488685 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -1488960.875000 Penalty: 4930.962891 Iteration 6Q: 3 clusters Score -1488961 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -1489220.500000 Penalty: 4930.962891 Iteration 7Q: 3 clusters Score -1489220 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -1489521.875000 Penalty: 4930.962891 Iteration 8Q: 3 clusters Score -1489522 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1489883.500000 Penalty: 4930.962891 Iteration 9Q: 3 clusters Score -1489884 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -1490365.875000 Penalty: 4930.962891 Iteration 10Q: 3 clusters Score -1490366 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1490926.875000 Penalty: 4930.962891 Iteration 11Q: 3 clusters Score -1490927 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1491546.500000 Penalty: 4930.962891 Iteration 12Q: 3 clusters Score -1491546 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1492209.375000 Penalty: 4930.962891 Iteration 13Q: 3 clusters Score -1492209 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17310 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1492814.000000 Penalty: 4930.962891 Iteration 14Q: 3 clusters Score -1492814 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -1493298.500000 Penalty: 4930.962891 Iteration 15Q: 3 clusters Score -1493298 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18323 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1493678.625000 Penalty: 4930.962891 Iteration 16Q: 3 clusters Score -1493679 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1493944.875000 Penalty: 4930.962891 Iteration 17Q: 3 clusters Score -1493945 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18937 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1494129.750000 Penalty: 4930.962891 Iteration 18Q: 3 clusters Score -1494130 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19142 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -1494274.625000 Penalty: 4930.962891 Iteration 19Q: 3 clusters Score -1494275 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19321 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1494394.000000 Penalty: 4930.962891 Iteration 20F: 3 clusters Score -1494394 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19443 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1494477.125000 Penalty: 4930.962891 Iteration 21Q: 3 clusters Score -1494477 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19550 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1494533.375000 Penalty: 4930.962891 Iteration 22Q: 3 clusters Score -1494533 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19619 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1494574.625000 Penalty: 4930.962891 Iteration 23Q: 3 clusters Score -1494575 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1494603.625000 Penalty: 4930.962891 Iteration 24Q: 3 clusters Score -1494604 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19724 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1494634.750000 Penalty: 4930.962891 Iteration 25Q: 3 clusters Score -1494635 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1494659.500000 Penalty: 4930.962891 Iteration 26Q: 3 clusters Score -1494660 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1494677.625000 Penalty: 4930.962891 Iteration 27Q: 3 clusters Score -1494678 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19833 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1494693.875000 Penalty: 4930.962891 Iteration 28Q: 3 clusters Score -1494694 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1494713.750000 Penalty: 4930.962891 Iteration 29Q: 3 clusters Score -1494714 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1494722.250000 Penalty: 4930.962891 Iteration 30Q: 3 clusters Score -1494722 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1494738.125000 Penalty: 4930.962891 Iteration 31Q: 3 clusters Score -1494738 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19931 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1494742.875000 Penalty: 4930.962891 Iteration 32Q: 3 clusters Score -1494743 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1494750.375000 Penalty: 4930.962891 Iteration 33Q: 3 clusters Score -1494750 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1494756.125000 Penalty: 4930.962891 Iteration 34Q: 3 clusters Score -1494756 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19971 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1494764.000000 Penalty: 4930.962891 Iteration 35Q: 3 clusters Score -1494764 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1494772.875000 Penalty: 4930.962891 Iteration 36Q: 3 clusters Score -1494773 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1494778.625000 Penalty: 4930.962891 Iteration 37Q: 3 clusters Score -1494779 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1494782.000000 Penalty: 4930.962891 Iteration 38Q: 3 clusters Score -1494782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1494785.250000 Penalty: 4930.962891 Iteration 39Q: 3 clusters Score -1494785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20003 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1494786.375000 Penalty: 4930.962891 Iteration 40F: 3 clusters Score -1494786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1494785.625000 Penalty: 4930.962891 Iteration 41Q: 3 clusters Score -1494786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1494789.875000 Penalty: 4930.962891 Iteration 42Q: 3 clusters Score -1494790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20019 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1494796.750000 Penalty: 4930.962891 Iteration 43Q: 3 clusters Score -1494797 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1494797.375000 Penalty: 4930.962891 Iteration 44Q: 3 clusters Score -1494797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20032 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1494799.625000 Penalty: 4930.962891 Iteration 45Q: 3 clusters Score -1494800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1494799.750000 Penalty: 4930.962891 Iteration 46Q: 3 clusters Score -1494800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1494799.750000 Penalty: 4930.962891 Iteration 47F: 3 clusters Score -1494800 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (45837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45837 members Entering Unmasked Estep Score: -3104503.250000 Penalty: 2661.746094 Iteration 0F: 2 clusters Score -3104503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22949 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -3073517.000000 Penalty: 5323.492188 Iteration 0F: 3 clusters Score -3073517 nChanged 21216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23675 members Mstep: Class 2 contains 22162 members Entering Unmasked Estep Score: -3085330.250000 Penalty: 5323.492188 Iteration 1F: 3 clusters Score -3085330 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24351 members Mstep: Class 2 contains 21486 members Entering Unmasked Estep Score: -3086647.500000 Penalty: 5323.492188 Iteration 2Q: 3 clusters Score -3086648 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25528 members Mstep: Class 2 contains 20309 members Entering Unmasked Estep Score: -3089354.500000 Penalty: 5323.492188 Iteration 3F: 3 clusters Score -3089354 nChanged 3964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27664 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -3092916.000000 Penalty: 5323.492188 Iteration 4F: 3 clusters Score -3092916 nChanged 4494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30584 members Mstep: Class 2 contains 15253 members Entering Unmasked Estep Score: -3096618.750000 Penalty: 5323.492188 Iteration 5F: 3 clusters Score -3096619 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33581 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -3099626.250000 Penalty: 5323.492188 Iteration 6F: 3 clusters Score -3099626 nChanged 2925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36126 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -3101805.750000 Penalty: 5323.492188 Iteration 7F: 3 clusters Score -3101806 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38073 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -3103277.750000 Penalty: 5323.492188 Iteration 8Q: 3 clusters Score -3103278 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39472 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -3104259.000000 Penalty: 5323.492188 Iteration 9Q: 3 clusters Score -3104259 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40502 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -3105009.750000 Penalty: 5323.492188 Iteration 10Q: 3 clusters Score -3105010 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41270 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -3105620.250000 Penalty: 5323.492188 Iteration 11Q: 3 clusters Score -3105620 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41831 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -3106008.250000 Penalty: 5323.492188 Iteration 12Q: 3 clusters Score -3106008 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42221 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -3106229.250000 Penalty: 5323.492188 Iteration 13Q: 3 clusters Score -3106229 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42458 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -3106293.750000 Penalty: 5323.492188 Iteration 14Q: 3 clusters Score -3106294 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42619 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -3106350.250000 Penalty: 5323.492188 Iteration 15Q: 3 clusters Score -3106350 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42732 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -3106388.750000 Penalty: 5323.492188 Iteration 16Q: 3 clusters Score -3106389 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42825 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -3106411.000000 Penalty: 5323.492188 Iteration 17Q: 3 clusters Score -3106411 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42903 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -3106427.250000 Penalty: 5323.492188 Iteration 18Q: 3 clusters Score -3106427 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42960 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -3106443.500000 Penalty: 5323.492188 Iteration 19Q: 3 clusters Score -3106444 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43007 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -3106450.000000 Penalty: 5323.492188 Iteration 20F: 3 clusters Score -3106450 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43042 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -3106460.250000 Penalty: 5323.492188 Iteration 21Q: 3 clusters Score -3106460 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43076 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -3106464.500000 Penalty: 5323.492188 Iteration 22Q: 3 clusters Score -3106464 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43110 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -3106467.000000 Penalty: 5323.492188 Iteration 23Q: 3 clusters Score -3106467 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43132 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -3106470.000000 Penalty: 5323.492188 Iteration 24Q: 3 clusters Score -3106470 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43144 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -3106470.750000 Penalty: 5323.492188 Iteration 25Q: 3 clusters Score -3106471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43151 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -3106471.750000 Penalty: 5323.492188 Iteration 26Q: 3 clusters Score -3106472 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43164 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -3106482.750000 Penalty: 5323.492188 Iteration 27Q: 3 clusters Score -3106483 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43173 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -3106483.250000 Penalty: 5323.492188 Iteration 28Q: 3 clusters Score -3106483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43178 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -3106477.500000 Penalty: 5323.492188 Iteration 29Q: 3 clusters Score -3106478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43184 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -3106476.500000 Penalty: 5323.492188 Iteration 30Q: 3 clusters Score -3106476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43190 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -3106473.500000 Penalty: 5323.492188 Iteration 31Q: 3 clusters Score -3106474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43195 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -3106472.500000 Penalty: 5323.492188 Iteration 32Q: 3 clusters Score -3106472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43198 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -3106479.500000 Penalty: 5323.492188 Iteration 33Q: 3 clusters Score -3106480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43199 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -3106478.500000 Penalty: 5323.492188 Iteration 34Q: 3 clusters Score -3106478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43199 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -3106478.500000 Penalty: 5323.492188 Iteration 35F: 3 clusters Score -3106478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 314440 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 20774 members Mstep: Class 5 contains 43199 members Mstep: Class 6 contains 6302 members Mstep: Class 10 contains 8533 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 11049 members Mstep: Class 13 contains 11073 members Mstep: Class 14 contains 2705 members Mstep: Class 15 contains 3003 members Mstep: Class 16 contains 81988 members Mstep: Class 18 contains 10960 members Entering Unmasked Estep Score: -35653468.000000 Penalty: 42443.699219 Splitting cluster 5 changes total score from -35651120.000000 to -35653468.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 6 (6302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Entering Unmasked Estep Score: -462848.937500 Penalty: 2169.658203 Iteration 0F: 2 clusters Score -462848.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -457509.593750 Penalty: 4339.316406 Iteration 0F: 3 clusters Score -457509.6 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -458846.656250 Penalty: 4339.316406 Iteration 1F: 3 clusters Score -458846.7 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -459092.750000 Penalty: 4339.316406 Iteration 2F: 3 clusters Score -459092.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -459304.500000 Penalty: 4339.316406 Iteration 3F: 3 clusters Score -459304.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -459500.656250 Penalty: 4339.316406 Iteration 4Q: 3 clusters Score -459500.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -459687.656250 Penalty: 4339.316406 Iteration 5Q: 3 clusters Score -459687.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -459853.468750 Penalty: 4339.316406 Iteration 6Q: 3 clusters Score -459853.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -459989.156250 Penalty: 4339.316406 Iteration 7Q: 3 clusters Score -459989.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -460107.656250 Penalty: 4339.316406 Iteration 8Q: 3 clusters Score -460107.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -460213.750000 Penalty: 4339.316406 Iteration 9Q: 3 clusters Score -460213.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -460305.500000 Penalty: 4339.316406 Iteration 10Q: 3 clusters Score -460305.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -460368.031250 Penalty: 4339.316406 Iteration 11Q: 3 clusters Score -460368 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -460414.406250 Penalty: 4339.316406 Iteration 12Q: 3 clusters Score -460414.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -460469.750000 Penalty: 4339.316406 Iteration 13Q: 3 clusters Score -460469.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -460520.250000 Penalty: 4339.316406 Iteration 14Q: 3 clusters Score -460520.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -460570.812500 Penalty: 4339.316406 Iteration 15Q: 3 clusters Score -460570.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -460618.281250 Penalty: 4339.316406 Iteration 16Q: 3 clusters Score -460618.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -460667.093750 Penalty: 4339.316406 Iteration 17Q: 3 clusters Score -460667.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -460731.625000 Penalty: 4339.316406 Iteration 18Q: 3 clusters Score -460731.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -460778.687500 Penalty: 4339.316406 Iteration 19Q: 3 clusters Score -460778.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -460811.187500 Penalty: 4339.316406 Iteration 20F: 3 clusters Score -460811.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -460840.218750 Penalty: 4339.316406 Iteration 21Q: 3 clusters Score -460840.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -460862.406250 Penalty: 4339.316406 Iteration 22Q: 3 clusters Score -460862.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -460881.093750 Penalty: 4339.316406 Iteration 23Q: 3 clusters Score -460881.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -460896.906250 Penalty: 4339.316406 Iteration 24Q: 3 clusters Score -460896.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -460912.281250 Penalty: 4339.316406 Iteration 25Q: 3 clusters Score -460912.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -460925.375000 Penalty: 4339.316406 Iteration 26Q: 3 clusters Score -460925.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -460939.531250 Penalty: 4339.316406 Iteration 27Q: 3 clusters Score -460939.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -460949.125000 Penalty: 4339.316406 Iteration 28Q: 3 clusters Score -460949.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -460958.750000 Penalty: 4339.316406 Iteration 29Q: 3 clusters Score -460958.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -460969.437500 Penalty: 4339.316406 Iteration 30Q: 3 clusters Score -460969.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -460979.406250 Penalty: 4339.316406 Iteration 31Q: 3 clusters Score -460979.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -460987.562500 Penalty: 4339.316406 Iteration 32Q: 3 clusters Score -460987.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -460994.843750 Penalty: 4339.316406 Iteration 33Q: 3 clusters Score -460994.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -460998.781250 Penalty: 4339.316406 Iteration 34Q: 3 clusters Score -460998.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -461001.250000 Penalty: 4339.316406 Iteration 35Q: 3 clusters Score -461001.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -461003.218750 Penalty: 4339.316406 Iteration 36Q: 3 clusters Score -461003.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -461007.343750 Penalty: 4339.316406 Iteration 37Q: 3 clusters Score -461007.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -461010.500000 Penalty: 4339.316406 Iteration 38Q: 3 clusters Score -461010.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -461012.125000 Penalty: 4339.316406 Iteration 39Q: 3 clusters Score -461012.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -461013.781250 Penalty: 4339.316406 Iteration 40F: 3 clusters Score -461013.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -461015.093750 Penalty: 4339.316406 Iteration 41Q: 3 clusters Score -461015.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -461015.218750 Penalty: 4339.316406 Iteration 42Q: 3 clusters Score -461015.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -461015.906250 Penalty: 4339.316406 Iteration 43Q: 3 clusters Score -461015.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -461019.343750 Penalty: 4339.316406 Iteration 44Q: 3 clusters Score -461019.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -461019.531250 Penalty: 4339.316406 Iteration 45Q: 3 clusters Score -461019.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -461020.250000 Penalty: 4339.316406 Iteration 46Q: 3 clusters Score -461020.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -461020.468750 Penalty: 4339.316406 Iteration 47Q: 3 clusters Score -461020.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -461021.062500 Penalty: 4339.316406 Iteration 48Q: 3 clusters Score -461021.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -461021.062500 Penalty: 4339.316406 Iteration 49F: 3 clusters Score -461021.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Entering Unmasked Estep Score: -591447.937500 Penalty: 2244.820557 Iteration 0F: 2 clusters Score -591447.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -584690.687500 Penalty: 4489.641113 Iteration 0F: 3 clusters Score -584690.7 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -586549.062500 Penalty: 4489.641113 Iteration 1F: 3 clusters Score -586549.1 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -586858.750000 Penalty: 4489.641113 Iteration 2F: 3 clusters Score -586858.8 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -587125.375000 Penalty: 4489.641113 Iteration 3F: 3 clusters Score -587125.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -587435.375000 Penalty: 4489.641113 Iteration 4F: 3 clusters Score -587435.4 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -587782.312500 Penalty: 4489.641113 Iteration 5F: 3 clusters Score -587782.3 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -588134.062500 Penalty: 4489.641113 Iteration 6F: 3 clusters Score -588134.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -588472.375000 Penalty: 4489.641113 Iteration 7F: 3 clusters Score -588472.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -588761.687500 Penalty: 4489.641113 Iteration 8Q: 3 clusters Score -588761.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -589022.250000 Penalty: 4489.641113 Iteration 9Q: 3 clusters Score -589022.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -589208.437500 Penalty: 4489.641113 Iteration 10Q: 3 clusters Score -589208.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -589344.812500 Penalty: 4489.641113 Iteration 11Q: 3 clusters Score -589344.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -589424.750000 Penalty: 4489.641113 Iteration 12Q: 3 clusters Score -589424.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -589484.625000 Penalty: 4489.641113 Iteration 13Q: 3 clusters Score -589484.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -589541.875000 Penalty: 4489.641113 Iteration 14Q: 3 clusters Score -589541.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -589583.312500 Penalty: 4489.641113 Iteration 15Q: 3 clusters Score -589583.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -589603.687500 Penalty: 4489.641113 Iteration 16Q: 3 clusters Score -589603.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -589615.687500 Penalty: 4489.641113 Iteration 17Q: 3 clusters Score -589615.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -589624.375000 Penalty: 4489.641113 Iteration 18Q: 3 clusters Score -589624.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -589634.062500 Penalty: 4489.641113 Iteration 19Q: 3 clusters Score -589634.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -589645.312500 Penalty: 4489.641113 Iteration 20F: 3 clusters Score -589645.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -589658.625000 Penalty: 4489.641113 Iteration 21Q: 3 clusters Score -589658.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -589667.812500 Penalty: 4489.641113 Iteration 22Q: 3 clusters Score -589667.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -589674.000000 Penalty: 4489.641113 Iteration 23Q: 3 clusters Score -589674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -589676.437500 Penalty: 4489.641113 Iteration 24Q: 3 clusters Score -589676.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -589681.625000 Penalty: 4489.641113 Iteration 25Q: 3 clusters Score -589681.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -589688.437500 Penalty: 4489.641113 Iteration 26Q: 3 clusters Score -589688.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -589693.500000 Penalty: 4489.641113 Iteration 27Q: 3 clusters Score -589693.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -589697.812500 Penalty: 4489.641113 Iteration 28Q: 3 clusters Score -589697.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -589701.625000 Penalty: 4489.641113 Iteration 29Q: 3 clusters Score -589701.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -589704.812500 Penalty: 4489.641113 Iteration 30Q: 3 clusters Score -589704.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -589707.062500 Penalty: 4489.641113 Iteration 31Q: 3 clusters Score -589707.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -589708.062500 Penalty: 4489.641113 Iteration 32Q: 3 clusters Score -589708.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -589709.625000 Penalty: 4489.641113 Iteration 33Q: 3 clusters Score -589709.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -589713.187500 Penalty: 4489.641113 Iteration 34Q: 3 clusters Score -589713.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -589714.562500 Penalty: 4489.641113 Iteration 35Q: 3 clusters Score -589714.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -589717.437500 Penalty: 4489.641113 Iteration 36Q: 3 clusters Score -589717.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -589718.250000 Penalty: 4489.641113 Iteration 37Q: 3 clusters Score -589718.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -589717.875000 Penalty: 4489.641113 Iteration 38Q: 3 clusters Score -589717.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -589719.937500 Penalty: 4489.641113 Iteration 39Q: 3 clusters Score -589719.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -589719.937500 Penalty: 4489.641113 Iteration 40F: 3 clusters Score -589719.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Entering Unmasked Estep Score: -316895.062500 Penalty: 2114.977051 Iteration 0F: 2 clusters Score -316895.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -312355.937500 Penalty: 4229.954102 Iteration 0F: 3 clusters Score -312355.9 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -313533.718750 Penalty: 4229.954102 Iteration 1F: 3 clusters Score -313533.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -313806.875000 Penalty: 4229.954102 Iteration 2F: 3 clusters Score -313806.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -313967.000000 Penalty: 4229.954102 Iteration 3F: 3 clusters Score -313967 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -314093.500000 Penalty: 4229.954102 Iteration 4Q: 3 clusters Score -314093.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -314203.937500 Penalty: 4229.954102 Iteration 5Q: 3 clusters Score -314203.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -314319.156250 Penalty: 4229.954102 Iteration 6Q: 3 clusters Score -314319.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -314388.687500 Penalty: 4229.954102 Iteration 7Q: 3 clusters Score -314388.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -314441.125000 Penalty: 4229.954102 Iteration 8Q: 3 clusters Score -314441.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -314483.281250 Penalty: 4229.954102 Iteration 9Q: 3 clusters Score -314483.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -314531.718750 Penalty: 4229.954102 Iteration 10Q: 3 clusters Score -314531.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -314580.156250 Penalty: 4229.954102 Iteration 11Q: 3 clusters Score -314580.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -314625.468750 Penalty: 4229.954102 Iteration 12Q: 3 clusters Score -314625.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -314665.031250 Penalty: 4229.954102 Iteration 13Q: 3 clusters Score -314665 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -314702.718750 Penalty: 4229.954102 Iteration 14Q: 3 clusters Score -314702.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -314742.843750 Penalty: 4229.954102 Iteration 15Q: 3 clusters Score -314742.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -314781.375000 Penalty: 4229.954102 Iteration 16Q: 3 clusters Score -314781.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -314810.812500 Penalty: 4229.954102 Iteration 17Q: 3 clusters Score -314810.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -314847.500000 Penalty: 4229.954102 Iteration 18Q: 3 clusters Score -314847.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -314882.187500 Penalty: 4229.954102 Iteration 19Q: 3 clusters Score -314882.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -314911.375000 Penalty: 4229.954102 Iteration 20F: 3 clusters Score -314911.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -314941.500000 Penalty: 4229.954102 Iteration 21Q: 3 clusters Score -314941.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -314967.468750 Penalty: 4229.954102 Iteration 22Q: 3 clusters Score -314967.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -314991.718750 Penalty: 4229.954102 Iteration 23Q: 3 clusters Score -314991.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -315023.375000 Penalty: 4229.954102 Iteration 24Q: 3 clusters Score -315023.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -315051.187500 Penalty: 4229.954102 Iteration 25Q: 3 clusters Score -315051.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -315078.156250 Penalty: 4229.954102 Iteration 26Q: 3 clusters Score -315078.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -315098.437500 Penalty: 4229.954102 Iteration 27Q: 3 clusters Score -315098.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -315115.375000 Penalty: 4229.954102 Iteration 28Q: 3 clusters Score -315115.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -315124.468750 Penalty: 4229.954102 Iteration 29Q: 3 clusters Score -315124.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -315132.000000 Penalty: 4229.954102 Iteration 30Q: 3 clusters Score -315132 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -315143.875000 Penalty: 4229.954102 Iteration 31Q: 3 clusters Score -315143.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -315152.750000 Penalty: 4229.954102 Iteration 32Q: 3 clusters Score -315152.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -315159.562500 Penalty: 4229.954102 Iteration 33Q: 3 clusters Score -315159.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -315163.250000 Penalty: 4229.954102 Iteration 34Q: 3 clusters Score -315163.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -315165.250000 Penalty: 4229.954102 Iteration 35Q: 3 clusters Score -315165.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -315166.125000 Penalty: 4229.954102 Iteration 36Q: 3 clusters Score -315166.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -315166.093750 Penalty: 4229.954102 Iteration 37Q: 3 clusters Score -315166.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -315167.375000 Penalty: 4229.954102 Iteration 38Q: 3 clusters Score -315167.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -315167.375000 Penalty: 4229.954102 Iteration 39F: 3 clusters Score -315167.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Entering Unmasked Estep Score: -810665.750000 Penalty: 2308.903564 Iteration 0F: 2 clusters Score -810665.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -802322.812500 Penalty: 4617.807129 Iteration 0F: 3 clusters Score -802322.8 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -804878.937500 Penalty: 4617.807129 Iteration 1F: 3 clusters Score -804878.9 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -805142.250000 Penalty: 4617.807129 Iteration 2F: 3 clusters Score -805142.2 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -805312.812500 Penalty: 4617.807129 Iteration 3Q: 3 clusters Score -805312.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -805443.375000 Penalty: 4617.807129 Iteration 4Q: 3 clusters Score -805443.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -805540.625000 Penalty: 4617.807129 Iteration 5Q: 3 clusters Score -805540.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -805617.187500 Penalty: 4617.807129 Iteration 6Q: 3 clusters Score -805617.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -805700.187500 Penalty: 4617.807129 Iteration 7Q: 3 clusters Score -805700.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -805780.812500 Penalty: 4617.807129 Iteration 8Q: 3 clusters Score -805780.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -805857.937500 Penalty: 4617.807129 Iteration 9Q: 3 clusters Score -805857.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -805931.375000 Penalty: 4617.807129 Iteration 10Q: 3 clusters Score -805931.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -806003.375000 Penalty: 4617.807129 Iteration 11Q: 3 clusters Score -806003.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -806091.187500 Penalty: 4617.807129 Iteration 12Q: 3 clusters Score -806091.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -806201.375000 Penalty: 4617.807129 Iteration 13Q: 3 clusters Score -806201.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -806354.062500 Penalty: 4617.807129 Iteration 14Q: 3 clusters Score -806354.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -806555.187500 Penalty: 4617.807129 Iteration 15Q: 3 clusters Score -806555.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -806808.562500 Penalty: 4617.807129 Iteration 16Q: 3 clusters Score -806808.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -807084.125000 Penalty: 4617.807129 Iteration 17Q: 3 clusters Score -807084.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -807344.687500 Penalty: 4617.807129 Iteration 18Q: 3 clusters Score -807344.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -807583.687500 Penalty: 4617.807129 Iteration 19Q: 3 clusters Score -807583.7 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -807783.562500 Penalty: 4617.807129 Iteration 20F: 3 clusters Score -807783.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -807972.000000 Penalty: 4617.807129 Iteration 21Q: 3 clusters Score -807972 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -808127.062500 Penalty: 4617.807129 Iteration 22Q: 3 clusters Score -808127.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -808259.000000 Penalty: 4617.807129 Iteration 23Q: 3 clusters Score -808259 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -808349.250000 Penalty: 4617.807129 Iteration 24Q: 3 clusters Score -808349.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -808428.750000 Penalty: 4617.807129 Iteration 25Q: 3 clusters Score -808428.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -808478.812500 Penalty: 4617.807129 Iteration 26Q: 3 clusters Score -808478.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -808509.687500 Penalty: 4617.807129 Iteration 27Q: 3 clusters Score -808509.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -808530.875000 Penalty: 4617.807129 Iteration 28Q: 3 clusters Score -808530.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -808553.937500 Penalty: 4617.807129 Iteration 29Q: 3 clusters Score -808553.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -808570.437500 Penalty: 4617.807129 Iteration 30Q: 3 clusters Score -808570.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -808576.125000 Penalty: 4617.807129 Iteration 31Q: 3 clusters Score -808576.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -808586.875000 Penalty: 4617.807129 Iteration 32Q: 3 clusters Score -808586.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -808594.062500 Penalty: 4617.807129 Iteration 33Q: 3 clusters Score -808594.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -808601.062500 Penalty: 4617.807129 Iteration 34Q: 3 clusters Score -808601.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -808608.750000 Penalty: 4617.807129 Iteration 35Q: 3 clusters Score -808608.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -808619.062500 Penalty: 4617.807129 Iteration 36Q: 3 clusters Score -808619.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -808631.562500 Penalty: 4617.807129 Iteration 37Q: 3 clusters Score -808631.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -808642.562500 Penalty: 4617.807129 Iteration 38Q: 3 clusters Score -808642.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -808655.875000 Penalty: 4617.807129 Iteration 39Q: 3 clusters Score -808655.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -808671.937500 Penalty: 4617.807129 Iteration 40F: 3 clusters Score -808671.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -808684.312500 Penalty: 4617.807129 Iteration 41Q: 3 clusters Score -808684.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -808691.500000 Penalty: 4617.807129 Iteration 42Q: 3 clusters Score -808691.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -808693.562500 Penalty: 4617.807129 Iteration 43Q: 3 clusters Score -808693.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -808695.937500 Penalty: 4617.807129 Iteration 44Q: 3 clusters Score -808695.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -808697.875000 Penalty: 4617.807129 Iteration 45Q: 3 clusters Score -808697.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -808701.062500 Penalty: 4617.807129 Iteration 46Q: 3 clusters Score -808701.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -808709.000000 Penalty: 4617.807129 Iteration 47Q: 3 clusters Score -808709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -808711.125000 Penalty: 4617.807129 Iteration 48Q: 3 clusters Score -808711.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -808711.375000 Penalty: 4617.807129 Iteration 49Q: 3 clusters Score -808711.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -808711.375000 Penalty: 4617.807129 Iteration 50F: 3 clusters Score -808711.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (11073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Entering Unmasked Estep Score: -807583.562500 Penalty: 2309.441895 Iteration 0F: 2 clusters Score -807583.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -799213.125000 Penalty: 4618.883789 Iteration 0F: 3 clusters Score -799213.1 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -801633.687500 Penalty: 4618.883789 Iteration 1F: 3 clusters Score -801633.7 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -801985.750000 Penalty: 4618.883789 Iteration 2F: 3 clusters Score -801985.8 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -802382.187500 Penalty: 4618.883789 Iteration 3F: 3 clusters Score -802382.2 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -802897.812500 Penalty: 4618.883789 Iteration 4F: 3 clusters Score -802897.8 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -803620.937500 Penalty: 4618.883789 Iteration 5F: 3 clusters Score -803620.9 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -804438.125000 Penalty: 4618.883789 Iteration 6F: 3 clusters Score -804438.1 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -805254.312500 Penalty: 4618.883789 Iteration 7F: 3 clusters Score -805254.3 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -805909.000000 Penalty: 4618.883789 Iteration 8F: 3 clusters Score -805909 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -806341.500000 Penalty: 4618.883789 Iteration 9Q: 3 clusters Score -806341.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -806573.000000 Penalty: 4618.883789 Iteration 10Q: 3 clusters Score -806573 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -806707.750000 Penalty: 4618.883789 Iteration 11Q: 3 clusters Score -806707.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -806776.875000 Penalty: 4618.883789 Iteration 12Q: 3 clusters Score -806776.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -806813.562500 Penalty: 4618.883789 Iteration 13Q: 3 clusters Score -806813.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -806838.437500 Penalty: 4618.883789 Iteration 14Q: 3 clusters Score -806838.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -806857.812500 Penalty: 4618.883789 Iteration 15Q: 3 clusters Score -806857.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -806876.937500 Penalty: 4618.883789 Iteration 16Q: 3 clusters Score -806876.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -806893.375000 Penalty: 4618.883789 Iteration 17Q: 3 clusters Score -806893.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -806904.750000 Penalty: 4618.883789 Iteration 18Q: 3 clusters Score -806904.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -806915.625000 Penalty: 4618.883789 Iteration 19Q: 3 clusters Score -806915.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -806926.875000 Penalty: 4618.883789 Iteration 20F: 3 clusters Score -806926.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -806937.500000 Penalty: 4618.883789 Iteration 21Q: 3 clusters Score -806937.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -806943.937500 Penalty: 4618.883789 Iteration 22Q: 3 clusters Score -806943.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -806947.812500 Penalty: 4618.883789 Iteration 23Q: 3 clusters Score -806947.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -806952.250000 Penalty: 4618.883789 Iteration 24Q: 3 clusters Score -806952.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -806958.062500 Penalty: 4618.883789 Iteration 25Q: 3 clusters Score -806958.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -806960.937500 Penalty: 4618.883789 Iteration 26Q: 3 clusters Score -806960.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -806961.187500 Penalty: 4618.883789 Iteration 27Q: 3 clusters Score -806961.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -806964.250000 Penalty: 4618.883789 Iteration 28Q: 3 clusters Score -806964.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -806970.000000 Penalty: 4618.883789 Iteration 29Q: 3 clusters Score -806970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -806973.312500 Penalty: 4618.883789 Iteration 30Q: 3 clusters Score -806973.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -806974.187500 Penalty: 4618.883789 Iteration 31Q: 3 clusters Score -806974.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -806974.187500 Penalty: 4618.883789 Iteration 32Q: 3 clusters Score -806974.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -806979.312500 Penalty: 4618.883789 Iteration 33Q: 3 clusters Score -806979.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -806981.500000 Penalty: 4618.883789 Iteration 34Q: 3 clusters Score -806981.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -806982.812500 Penalty: 4618.883789 Iteration 35Q: 3 clusters Score -806982.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -806983.500000 Penalty: 4618.883789 Iteration 36Q: 3 clusters Score -806983.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -806983.937500 Penalty: 4618.883789 Iteration 37Q: 3 clusters Score -806983.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -806983.937500 Penalty: 4618.883789 Iteration 38F: 3 clusters Score -806983.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Entering Unmasked Estep Score: -174686.609375 Penalty: 1959.908569 Iteration 0F: 2 clusters Score -174686.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -171671.828125 Penalty: 3919.817139 Iteration 0F: 3 clusters Score -171671.8 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -172477.031250 Penalty: 3919.817139 Iteration 1F: 3 clusters Score -172477 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -172900.375000 Penalty: 3919.817139 Iteration 2F: 3 clusters Score -172900.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -173241.687500 Penalty: 3919.817139 Iteration 3F: 3 clusters Score -173241.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -173556.734375 Penalty: 3919.817139 Iteration 4F: 3 clusters Score -173556.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -173986.406250 Penalty: 3919.817139 Iteration 5F: 3 clusters Score -173986.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -174401.375000 Penalty: 3919.817139 Iteration 6F: 3 clusters Score -174401.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -174721.515625 Penalty: 3919.817139 Iteration 7Q: 3 clusters Score -174721.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -174900.843750 Penalty: 3919.817139 Iteration 8Q: 3 clusters Score -174900.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -174999.609375 Penalty: 3919.817139 Iteration 9Q: 3 clusters Score -174999.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -175084.953125 Penalty: 3919.817139 Iteration 10Q: 3 clusters Score -175085 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -175126.109375 Penalty: 3919.817139 Iteration 11Q: 3 clusters Score -175126.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -175162.234375 Penalty: 3919.817139 Iteration 12Q: 3 clusters Score -175162.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -175183.468750 Penalty: 3919.817139 Iteration 13Q: 3 clusters Score -175183.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -175194.125000 Penalty: 3919.817139 Iteration 14Q: 3 clusters Score -175194.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -175201.328125 Penalty: 3919.817139 Iteration 15Q: 3 clusters Score -175201.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -175210.859375 Penalty: 3919.817139 Iteration 16Q: 3 clusters Score -175210.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -175225.125000 Penalty: 3919.817139 Iteration 17Q: 3 clusters Score -175225.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -175233.093750 Penalty: 3919.817139 Iteration 18Q: 3 clusters Score -175233.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -175236.906250 Penalty: 3919.817139 Iteration 19Q: 3 clusters Score -175236.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -175239.046875 Penalty: 3919.817139 Iteration 20F: 3 clusters Score -175239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -175243.718750 Penalty: 3919.817139 Iteration 21Q: 3 clusters Score -175243.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -175251.328125 Penalty: 3919.817139 Iteration 22Q: 3 clusters Score -175251.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -175258.890625 Penalty: 3919.817139 Iteration 23Q: 3 clusters Score -175258.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -175260.984375 Penalty: 3919.817139 Iteration 24Q: 3 clusters Score -175261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -175262.703125 Penalty: 3919.817139 Iteration 25Q: 3 clusters Score -175262.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -175265.781250 Penalty: 3919.817139 Iteration 26Q: 3 clusters Score -175265.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -175267.390625 Penalty: 3919.817139 Iteration 27Q: 3 clusters Score -175267.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -175268.015625 Penalty: 3919.817139 Iteration 28Q: 3 clusters Score -175268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -175268.796875 Penalty: 3919.817139 Iteration 29Q: 3 clusters Score -175268.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -175268.796875 Penalty: 3919.817139 Iteration 30F: 3 clusters Score -175268.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 314440 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 20774 members Mstep: Class 4 contains 1264 members Mstep: Class 5 contains 43199 members Mstep: Class 6 contains 6302 members Mstep: Class 10 contains 8533 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 11049 members Mstep: Class 13 contains 11073 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 3003 members Mstep: Class 16 contains 81988 members Mstep: Class 18 contains 10960 members Entering Unmasked Estep Score: -35652768.000000 Penalty: 45708.597656 Splitting cluster 14 changes total score from -35651120.000000 to -35652768.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 15 (3003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Entering Unmasked Estep Score: -221437.593750 Penalty: 1985.827026 Iteration 0F: 2 clusters Score -221437.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -218186.250000 Penalty: 3971.654053 Iteration 0F: 3 clusters Score -218186.2 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -218826.328125 Penalty: 3971.654053 Iteration 1F: 3 clusters Score -218826.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -218957.640625 Penalty: 3971.654053 Iteration 2F: 3 clusters Score -218957.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -219024.562500 Penalty: 3971.654053 Iteration 3Q: 3 clusters Score -219024.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -219062.671875 Penalty: 3971.654053 Iteration 4Q: 3 clusters Score -219062.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -219092.281250 Penalty: 3971.654053 Iteration 5Q: 3 clusters Score -219092.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -219114.093750 Penalty: 3971.654053 Iteration 6Q: 3 clusters Score -219114.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -219131.265625 Penalty: 3971.654053 Iteration 7Q: 3 clusters Score -219131.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -219148.125000 Penalty: 3971.654053 Iteration 8Q: 3 clusters Score -219148.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -219156.250000 Penalty: 3971.654053 Iteration 9Q: 3 clusters Score -219156.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -219161.812500 Penalty: 3971.654053 Iteration 10Q: 3 clusters Score -219161.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -219165.406250 Penalty: 3971.654053 Iteration 11Q: 3 clusters Score -219165.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -219169.046875 Penalty: 3971.654053 Iteration 12Q: 3 clusters Score -219169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -219172.468750 Penalty: 3971.654053 Iteration 13Q: 3 clusters Score -219172.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -219175.796875 Penalty: 3971.654053 Iteration 14Q: 3 clusters Score -219175.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -219177.953125 Penalty: 3971.654053 Iteration 15Q: 3 clusters Score -219178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -219181.390625 Penalty: 3971.654053 Iteration 16Q: 3 clusters Score -219181.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -219185.953125 Penalty: 3971.654053 Iteration 17Q: 3 clusters Score -219186 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -219190.750000 Penalty: 3971.654053 Iteration 18Q: 3 clusters Score -219190.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -219195.250000 Penalty: 3971.654053 Iteration 19Q: 3 clusters Score -219195.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -219196.828125 Penalty: 3971.654053 Iteration 20F: 3 clusters Score -219196.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -219198.515625 Penalty: 3971.654053 Iteration 21Q: 3 clusters Score -219198.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -219198.828125 Penalty: 3971.654053 Iteration 22Q: 3 clusters Score -219198.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -219199.609375 Penalty: 3971.654053 Iteration 23Q: 3 clusters Score -219199.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -219199.859375 Penalty: 3971.654053 Iteration 24Q: 3 clusters Score -219199.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -219199.859375 Penalty: 3971.654053 Iteration 25F: 3 clusters Score -219199.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (81988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81988 members Entering Unmasked Estep Score: -5981617.000000 Penalty: 2805.953369 Iteration 0F: 2 clusters Score -5981617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40925 members Mstep: Class 2 contains 41063 members Entering Unmasked Estep Score: -5926801.000000 Penalty: 5611.906738 Iteration 0F: 3 clusters Score -5926801 nChanged 38507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40602 members Mstep: Class 2 contains 41386 members Entering Unmasked Estep Score: -5948396.500000 Penalty: 5611.906738 Iteration 1F: 3 clusters Score -5948396 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40476 members Mstep: Class 2 contains 41512 members Entering Unmasked Estep Score: -5949016.000000 Penalty: 5611.906738 Iteration 2Q: 3 clusters Score -5949016 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40454 members Mstep: Class 2 contains 41534 members Entering Unmasked Estep Score: -5949596.500000 Penalty: 5611.906738 Iteration 3Q: 3 clusters Score -5949596 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40508 members Mstep: Class 2 contains 41480 members Entering Unmasked Estep Score: -5950444.500000 Penalty: 5611.906738 Iteration 4Q: 3 clusters Score -5950444 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40551 members Mstep: Class 2 contains 41437 members Entering Unmasked Estep Score: -5951629.000000 Penalty: 5611.906738 Iteration 5Q: 3 clusters Score -5951629 nChanged 3683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40542 members Mstep: Class 2 contains 41446 members Entering Unmasked Estep Score: -5953236.000000 Penalty: 5611.906738 Iteration 6Q: 3 clusters Score -5953236 nChanged 3983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40401 members Mstep: Class 2 contains 41587 members Entering Unmasked Estep Score: -5955018.000000 Penalty: 5611.906738 Iteration 7Q: 3 clusters Score -5955018 nChanged 4256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39937 members Mstep: Class 2 contains 42051 members Entering Unmasked Estep Score: -5957000.000000 Penalty: 5611.906738 Iteration 8F: 3 clusters Score -5957000 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39168 members Mstep: Class 2 contains 42820 members Entering Unmasked Estep Score: -5959109.500000 Penalty: 5611.906738 Iteration 9F: 3 clusters Score -5959110 nChanged 4144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38040 members Mstep: Class 2 contains 43948 members Entering Unmasked Estep Score: -5961108.500000 Penalty: 5611.906738 Iteration 10F: 3 clusters Score -5961108 nChanged 3939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36517 members Mstep: Class 2 contains 45471 members Entering Unmasked Estep Score: -5963072.500000 Penalty: 5611.906738 Iteration 11Q: 3 clusters Score -5963072 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34876 members Mstep: Class 2 contains 47112 members Entering Unmasked Estep Score: -5964978.000000 Penalty: 5611.906738 Iteration 12Q: 3 clusters Score -5964978 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33074 members Mstep: Class 2 contains 48914 members Entering Unmasked Estep Score: -5966707.500000 Penalty: 5611.906738 Iteration 13Q: 3 clusters Score -5966708 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31328 members Mstep: Class 2 contains 50660 members Entering Unmasked Estep Score: -5968023.000000 Penalty: 5611.906738 Iteration 14Q: 3 clusters Score -5968023 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29692 members Mstep: Class 2 contains 52296 members Entering Unmasked Estep Score: -5968947.000000 Penalty: 5611.906738 Iteration 15Q: 3 clusters Score -5968947 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28166 members Mstep: Class 2 contains 53822 members Entering Unmasked Estep Score: -5969561.500000 Penalty: 5611.906738 Iteration 16Q: 3 clusters Score -5969562 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Mstep: Class 2 contains 55308 members Entering Unmasked Estep Score: -5970113.000000 Penalty: 5611.906738 Iteration 17Q: 3 clusters Score -5970113 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25177 members Mstep: Class 2 contains 56811 members Entering Unmasked Estep Score: -5970604.500000 Penalty: 5611.906738 Iteration 18Q: 3 clusters Score -5970604 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 58344 members Entering Unmasked Estep Score: -5971165.000000 Penalty: 5611.906738 Iteration 19Q: 3 clusters Score -5971165 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 59887 members Entering Unmasked Estep Score: -5971735.000000 Penalty: 5611.906738 Iteration 20F: 3 clusters Score -5971735 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20539 members Mstep: Class 2 contains 61449 members Entering Unmasked Estep Score: -5972287.500000 Penalty: 5611.906738 Iteration 21Q: 3 clusters Score -5972288 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18969 members Mstep: Class 2 contains 63019 members Entering Unmasked Estep Score: -5972865.500000 Penalty: 5611.906738 Iteration 22Q: 3 clusters Score -5972866 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Mstep: Class 2 contains 64574 members Entering Unmasked Estep Score: -5973423.500000 Penalty: 5611.906738 Iteration 23Q: 3 clusters Score -5973424 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15948 members Mstep: Class 2 contains 66040 members Entering Unmasked Estep Score: -5974009.500000 Penalty: 5611.906738 Iteration 24Q: 3 clusters Score -5974010 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 67393 members Entering Unmasked Estep Score: -5974490.500000 Penalty: 5611.906738 Iteration 25Q: 3 clusters Score -5974490 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 68677 members Entering Unmasked Estep Score: -5974966.500000 Penalty: 5611.906738 Iteration 26Q: 3 clusters Score -5974966 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 69891 members Entering Unmasked Estep Score: -5975416.500000 Penalty: 5611.906738 Iteration 27Q: 3 clusters Score -5975416 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 71016 members Entering Unmasked Estep Score: -5975802.500000 Penalty: 5611.906738 Iteration 28Q: 3 clusters Score -5975802 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 72117 members Entering Unmasked Estep Score: -5976265.000000 Penalty: 5611.906738 Iteration 29Q: 3 clusters Score -5976265 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 73169 members Entering Unmasked Estep Score: -5976677.500000 Penalty: 5611.906738 Iteration 30Q: 3 clusters Score -5976678 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 74122 members Entering Unmasked Estep Score: -5977068.000000 Penalty: 5611.906738 Iteration 31Q: 3 clusters Score -5977068 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 74983 members Entering Unmasked Estep Score: -5977402.000000 Penalty: 5611.906738 Iteration 32Q: 3 clusters Score -5977402 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 75708 members Entering Unmasked Estep Score: -5977645.000000 Penalty: 5611.906738 Iteration 33Q: 3 clusters Score -5977645 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 76368 members Entering Unmasked Estep Score: -5977867.500000 Penalty: 5611.906738 Iteration 34Q: 3 clusters Score -5977868 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 76954 members Entering Unmasked Estep Score: -5978095.000000 Penalty: 5611.906738 Iteration 35Q: 3 clusters Score -5978095 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 77448 members Entering Unmasked Estep Score: -5978272.500000 Penalty: 5611.906738 Iteration 36Q: 3 clusters Score -5978272 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 77894 members Entering Unmasked Estep Score: -5978466.000000 Penalty: 5611.906738 Iteration 37Q: 3 clusters Score -5978466 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 78281 members Entering Unmasked Estep Score: -5978619.500000 Penalty: 5611.906738 Iteration 38Q: 3 clusters Score -5978620 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 78617 members Entering Unmasked Estep Score: -5978734.000000 Penalty: 5611.906738 Iteration 39Q: 3 clusters Score -5978734 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 78903 members Entering Unmasked Estep Score: -5978812.500000 Penalty: 5611.906738 Iteration 40F: 3 clusters Score -5978812 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 79115 members Entering Unmasked Estep Score: -5978886.500000 Penalty: 5611.906738 Iteration 41Q: 3 clusters Score -5978886 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 79293 members Entering Unmasked Estep Score: -5978957.500000 Penalty: 5611.906738 Iteration 42Q: 3 clusters Score -5978958 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 79468 members Entering Unmasked Estep Score: -5979014.500000 Penalty: 5611.906738 Iteration 43Q: 3 clusters Score -5979014 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 79599 members Entering Unmasked Estep Score: -5979067.000000 Penalty: 5611.906738 Iteration 44Q: 3 clusters Score -5979067 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 79700 members Entering Unmasked Estep Score: -5979109.500000 Penalty: 5611.906738 Iteration 45Q: 3 clusters Score -5979110 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 79790 members Entering Unmasked Estep Score: -5979116.500000 Penalty: 5611.906738 Iteration 46Q: 3 clusters Score -5979116 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 79868 members Entering Unmasked Estep Score: -5979168.500000 Penalty: 5611.906738 Iteration 47Q: 3 clusters Score -5979168 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 79942 members Entering Unmasked Estep Score: -5979179.500000 Penalty: 5611.906738 Iteration 48Q: 3 clusters Score -5979180 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 80004 members Entering Unmasked Estep Score: -5979201.000000 Penalty: 5611.906738 Iteration 49Q: 3 clusters Score -5979201 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 80074 members Entering Unmasked Estep Score: -5979240.000000 Penalty: 5611.906738 Iteration 50Q: 3 clusters Score -5979240 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 80149 members Entering Unmasked Estep Score: -5979270.500000 Penalty: 5611.906738 Iteration 51Q: 3 clusters Score -5979270 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 80219 members Entering Unmasked Estep Score: -5979301.500000 Penalty: 5611.906738 Iteration 52Q: 3 clusters Score -5979302 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 80274 members Entering Unmasked Estep Score: -5979318.500000 Penalty: 5611.906738 Iteration 53Q: 3 clusters Score -5979318 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 80319 members Entering Unmasked Estep Score: -5979329.000000 Penalty: 5611.906738 Iteration 54Q: 3 clusters Score -5979329 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 80356 members Entering Unmasked Estep Score: -5979352.000000 Penalty: 5611.906738 Iteration 55Q: 3 clusters Score -5979352 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 80392 members Entering Unmasked Estep Score: -5979372.000000 Penalty: 5611.906738 Iteration 56Q: 3 clusters Score -5979372 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 80430 members Entering Unmasked Estep Score: -5979381.000000 Penalty: 5611.906738 Iteration 57Q: 3 clusters Score -5979381 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 80455 members Entering Unmasked Estep Score: -5979383.500000 Penalty: 5611.906738 Iteration 58Q: 3 clusters Score -5979384 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 80467 members Entering Unmasked Estep Score: -5979399.500000 Penalty: 5611.906738 Iteration 59Q: 3 clusters Score -5979400 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 80479 members Entering Unmasked Estep Score: -5979408.500000 Penalty: 5611.906738 Iteration 60F: 3 clusters Score -5979408 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 80490 members Entering Unmasked Estep Score: -5979404.000000 Penalty: 5611.906738 Iteration 61Q: 3 clusters Score -5979404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 80502 members Entering Unmasked Estep Score: -5979405.500000 Penalty: 5611.906738 Iteration 62Q: 3 clusters Score -5979406 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 80512 members Entering Unmasked Estep Score: -5979407.000000 Penalty: 5611.906738 Iteration 63Q: 3 clusters Score -5979407 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 80518 members Entering Unmasked Estep Score: -5979415.500000 Penalty: 5611.906738 Iteration 64Q: 3 clusters Score -5979416 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 80527 members Entering Unmasked Estep Score: -5979415.500000 Penalty: 5611.906738 Iteration 65Q: 3 clusters Score -5979416 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 80535 members Entering Unmasked Estep Score: -5979418.500000 Penalty: 5611.906738 Iteration 66Q: 3 clusters Score -5979418 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 80543 members Entering Unmasked Estep Score: -5979428.000000 Penalty: 5611.906738 Iteration 67Q: 3 clusters Score -5979428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 80550 members Entering Unmasked Estep Score: -5979423.000000 Penalty: 5611.906738 Iteration 68Q: 3 clusters Score -5979423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 80553 members Entering Unmasked Estep Score: -5979424.500000 Penalty: 5611.906738 Iteration 69Q: 3 clusters Score -5979424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 80553 members Entering Unmasked Estep Score: -5979419.500000 Penalty: 5611.906738 Iteration 70Q: 3 clusters Score -5979420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 80553 members Entering Unmasked Estep Score: -5979419.500000 Penalty: 5611.906738 Iteration 71F: 3 clusters Score -5979420 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Entering Unmasked Estep Score: -794440.687500 Penalty: 2306.897949 Iteration 0F: 2 clusters Score -794440.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -786126.687500 Penalty: 4613.795898 Iteration 0F: 3 clusters Score -786126.7 nChanged 4623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -788590.562500 Penalty: 4613.795898 Iteration 1F: 3 clusters Score -788590.6 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -788925.812500 Penalty: 4613.795898 Iteration 2F: 3 clusters Score -788925.8 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -789145.000000 Penalty: 4613.795898 Iteration 3Q: 3 clusters Score -789145 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -789303.812500 Penalty: 4613.795898 Iteration 4Q: 3 clusters Score -789303.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -789460.687500 Penalty: 4613.795898 Iteration 5Q: 3 clusters Score -789460.7 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -789608.750000 Penalty: 4613.795898 Iteration 6Q: 3 clusters Score -789608.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -789755.187500 Penalty: 4613.795898 Iteration 7Q: 3 clusters Score -789755.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -789893.500000 Penalty: 4613.795898 Iteration 8Q: 3 clusters Score -789893.5 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -790027.250000 Penalty: 4613.795898 Iteration 9Q: 3 clusters Score -790027.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -790173.937500 Penalty: 4613.795898 Iteration 10Q: 3 clusters Score -790173.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -790340.750000 Penalty: 4613.795898 Iteration 11Q: 3 clusters Score -790340.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -790572.187500 Penalty: 4613.795898 Iteration 12Q: 3 clusters Score -790572.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -790815.312500 Penalty: 4613.795898 Iteration 13Q: 3 clusters Score -790815.3 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -791041.062500 Penalty: 4613.795898 Iteration 14Q: 3 clusters Score -791041.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -791210.000000 Penalty: 4613.795898 Iteration 15Q: 3 clusters Score -791210 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -791345.812500 Penalty: 4613.795898 Iteration 16Q: 3 clusters Score -791345.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -791449.312500 Penalty: 4613.795898 Iteration 17Q: 3 clusters Score -791449.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -791526.375000 Penalty: 4613.795898 Iteration 18Q: 3 clusters Score -791526.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -791597.000000 Penalty: 4613.795898 Iteration 19Q: 3 clusters Score -791597 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -791647.125000 Penalty: 4613.795898 Iteration 20F: 3 clusters Score -791647.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -791692.625000 Penalty: 4613.795898 Iteration 21Q: 3 clusters Score -791692.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -791730.437500 Penalty: 4613.795898 Iteration 22Q: 3 clusters Score -791730.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -791762.312500 Penalty: 4613.795898 Iteration 23Q: 3 clusters Score -791762.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -791786.937500 Penalty: 4613.795898 Iteration 24Q: 3 clusters Score -791786.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -791806.562500 Penalty: 4613.795898 Iteration 25Q: 3 clusters Score -791806.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -791824.500000 Penalty: 4613.795898 Iteration 26Q: 3 clusters Score -791824.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -791845.125000 Penalty: 4613.795898 Iteration 27Q: 3 clusters Score -791845.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -791860.750000 Penalty: 4613.795898 Iteration 28Q: 3 clusters Score -791860.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -791874.625000 Penalty: 4613.795898 Iteration 29Q: 3 clusters Score -791874.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -791896.937500 Penalty: 4613.795898 Iteration 30Q: 3 clusters Score -791896.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -791912.937500 Penalty: 4613.795898 Iteration 31Q: 3 clusters Score -791912.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -791926.062500 Penalty: 4613.795898 Iteration 32Q: 3 clusters Score -791926.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -791943.062500 Penalty: 4613.795898 Iteration 33Q: 3 clusters Score -791943.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -791953.250000 Penalty: 4613.795898 Iteration 34Q: 3 clusters Score -791953.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -791965.187500 Penalty: 4613.795898 Iteration 35Q: 3 clusters Score -791965.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -791975.500000 Penalty: 4613.795898 Iteration 36Q: 3 clusters Score -791975.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -791985.125000 Penalty: 4613.795898 Iteration 37Q: 3 clusters Score -791985.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -791988.687500 Penalty: 4613.795898 Iteration 38Q: 3 clusters Score -791988.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -791996.312500 Penalty: 4613.795898 Iteration 39Q: 3 clusters Score -791996.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -791996.125000 Penalty: 4613.795898 Iteration 40F: 3 clusters Score -791996.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -791998.562500 Penalty: 4613.795898 Iteration 41Q: 3 clusters Score -791998.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -792000.125000 Penalty: 4613.795898 Iteration 42Q: 3 clusters Score -792000.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -792001.000000 Penalty: 4613.795898 Iteration 43Q: 3 clusters Score -792001 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -792001.250000 Penalty: 4613.795898 Iteration 44Q: 3 clusters Score -792001.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -792000.875000 Penalty: 4613.795898 Iteration 45Q: 3 clusters Score -792000.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -792000.750000 Penalty: 4613.795898 Iteration 46Q: 3 clusters Score -792000.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -792000.750000 Penalty: 4613.795898 Iteration 47F: 3 clusters Score -792000.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 314440 members Mstep: Class 3 contains 20774 members Mstep: Class 5 contains 43199 members Mstep: Class 6 contains 6302 members Mstep: Class 10 contains 8533 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 11049 members Mstep: Class 13 contains 11073 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 3003 members Mstep: Class 16 contains 81988 members Mstep: Class 18 contains 10960 members Entering Unmasked Estep ConsiderDeletion Score: -35654176.000000 Penalty: 45708.597656 Iteration 39Q: 15 clusters Score -3.565418e+07 nChanged 8123 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 316412 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 19964 members Mstep: Class 4 contains 1269 members Mstep: Class 5 contains 45700 members Mstep: Class 6 contains 6165 members Mstep: Class 10 contains 8519 members Mstep: Class 11 contains 4945 members Mstep: Class 12 contains 11228 members Mstep: Class 13 contains 10926 members Mstep: Class 14 contains 1446 members Mstep: Class 15 contains 2954 members Mstep: Class 16 contains 78938 members Mstep: Class 18 contains 10615 members Entering Unmasked Estep ConsiderDeletion Score: -35656296.000000 Penalty: 45708.597656 Iteration 40F: 15 clusters Score -3.56563e+07 nChanged 6776 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 318580 members Mstep: Class 2 contains 2672 members Mstep: Class 3 contains 19095 members Mstep: Class 4 contains 1269 members Mstep: Class 5 contains 47654 members Mstep: Class 6 contains 5993 members Mstep: Class 10 contains 8508 members Mstep: Class 11 contains 4832 members Mstep: Class 12 contains 11397 members Mstep: Class 13 contains 10773 members Mstep: Class 14 contains 1447 members Mstep: Class 15 contains 2897 members Mstep: Class 16 contains 76361 members Mstep: Class 18 contains 10241 members Entering Unmasked Estep ConsiderDeletion Score: -35657724.000000 Penalty: 45708.597656 Iteration 41Q: 15 clusters Score -3.565772e+07 nChanged 6023 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 320579 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 18268 members Mstep: Class 4 contains 1269 members Mstep: Class 5 contains 49329 members Mstep: Class 6 contains 5822 members Mstep: Class 10 contains 8486 members Mstep: Class 11 contains 4735 members Mstep: Class 12 contains 11539 members Mstep: Class 13 contains 10607 members Mstep: Class 14 contains 1444 members Mstep: Class 15 contains 2851 members Mstep: Class 16 contains 74215 members Mstep: Class 18 contains 9845 members Entering Unmasked Estep ConsiderDeletion Score: -35658560.000000 Penalty: 45708.597656 Iteration 42Q: 15 clusters Score -3.565856e+07 nChanged 5437 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 322506 members Mstep: Class 2 contains 2801 members Mstep: Class 3 contains 17453 members Mstep: Class 4 contains 1270 members Mstep: Class 5 contains 50758 members Mstep: Class 6 contains 5656 members Mstep: Class 10 contains 8461 members Mstep: Class 11 contains 4664 members Mstep: Class 12 contains 11660 members Mstep: Class 13 contains 10461 members Mstep: Class 14 contains 1442 members Mstep: Class 15 contains 2801 members Mstep: Class 16 contains 72327 members Mstep: Class 18 contains 9459 members Entering Unmasked Estep ConsiderDeletion Score: -35659404.000000 Penalty: 45708.597656 Iteration 43Q: 15 clusters Score -3.56594e+07 nChanged 4854 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 324346 members Mstep: Class 2 contains 2893 members Mstep: Class 3 contains 16661 members Mstep: Class 4 contains 1271 members Mstep: Class 5 contains 51934 members Mstep: Class 6 contains 5462 members Mstep: Class 10 contains 8444 members Mstep: Class 11 contains 4587 members Mstep: Class 12 contains 11770 members Mstep: Class 13 contains 10325 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 70717 members Mstep: Class 18 contains 9114 members Entering Unmasked Estep ConsiderDeletion Score: -35660200.000000 Penalty: 45708.597656 Iteration 44Q: 15 clusters Score -3.56602e+07 nChanged 4278 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 325814 members Mstep: Class 2 contains 2997 members Mstep: Class 3 contains 15983 members Mstep: Class 4 contains 1271 members Mstep: Class 5 contains 53007 members Mstep: Class 6 contains 5281 members Mstep: Class 10 contains 8432 members Mstep: Class 11 contains 4541 members Mstep: Class 12 contains 11865 members Mstep: Class 13 contains 10212 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 2728 members Mstep: Class 16 contains 69340 members Mstep: Class 18 contains 8807 members Entering Unmasked Estep ConsiderDeletion Score: -35660604.000000 Penalty: 45708.597656 Iteration 45Q: 15 clusters Score -3.56606e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 327131 members Mstep: Class 2 contains 3109 members Mstep: Class 3 contains 15297 members Mstep: Class 4 contains 1272 members Mstep: Class 5 contains 53991 members Mstep: Class 6 contains 5133 members Mstep: Class 10 contains 8428 members Mstep: Class 11 contains 4510 members Mstep: Class 12 contains 11964 members Mstep: Class 13 contains 10121 members Mstep: Class 14 contains 1441 members Mstep: Class 15 contains 2695 members Mstep: Class 16 contains 68114 members Mstep: Class 18 contains 8514 members Entering Unmasked Estep ConsiderDeletion Score: -35661116.000000 Penalty: 45708.597656 Iteration 46Q: 15 clusters Score -3.566112e+07 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 328332 members Mstep: Class 2 contains 3227 members Mstep: Class 3 contains 14602 members Mstep: Class 4 contains 1275 members Mstep: Class 5 contains 54911 members Mstep: Class 6 contains 5005 members Mstep: Class 10 contains 8441 members Mstep: Class 11 contains 4469 members Mstep: Class 12 contains 12062 members Mstep: Class 13 contains 10037 members Mstep: Class 14 contains 1439 members Mstep: Class 15 contains 2664 members Mstep: Class 16 contains 66988 members Mstep: Class 18 contains 8268 members Entering Unmasked Estep ConsiderDeletion Score: -35661768.000000 Penalty: 45708.597656 Iteration 47Q: 15 clusters Score -3.566177e+07 nChanged 3300 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 329295 members Mstep: Class 2 contains 3342 members Mstep: Class 3 contains 14018 members Mstep: Class 4 contains 1278 members Mstep: Class 5 contains 55728 members Mstep: Class 6 contains 4893 members Mstep: Class 10 contains 8450 members Mstep: Class 11 contains 4440 members Mstep: Class 12 contains 12142 members Mstep: Class 13 contains 9971 members Mstep: Class 14 contains 1435 members Mstep: Class 15 contains 2637 members Mstep: Class 16 contains 66015 members Mstep: Class 18 contains 8076 members Entering Unmasked Estep ConsiderDeletion Score: -35662400.000000 Penalty: 45708.597656 Iteration 48Q: 15 clusters Score -3.56624e+07 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 330086 members Mstep: Class 2 contains 3447 members Mstep: Class 3 contains 13489 members Mstep: Class 4 contains 1281 members Mstep: Class 5 contains 56530 members Mstep: Class 6 contains 4824 members Mstep: Class 10 contains 8449 members Mstep: Class 11 contains 4398 members Mstep: Class 12 contains 12219 members Mstep: Class 13 contains 9911 members Mstep: Class 14 contains 1432 members Mstep: Class 15 contains 2614 members Mstep: Class 16 contains 65160 members Mstep: Class 18 contains 7880 members Entering Unmasked Estep ConsiderDeletion Score: -35662632.000000 Penalty: 45708.597656 Iteration 49Q: 15 clusters Score -3.566263e+07 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 330803 members Mstep: Class 2 contains 3546 members Mstep: Class 3 contains 13039 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 57239 members Mstep: Class 6 contains 4782 members Mstep: Class 10 contains 8451 members Mstep: Class 11 contains 4352 members Mstep: Class 12 contains 12283 members Mstep: Class 13 contains 9854 members Mstep: Class 14 contains 1429 members Mstep: Class 15 contains 2596 members Mstep: Class 16 contains 64369 members Mstep: Class 18 contains 7695 members Entering Unmasked Estep ConsiderDeletion Score: -35662712.000000 Penalty: 45708.597656 Iteration 50Q: 15 clusters Score -3.566271e+07 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 331404 members Mstep: Class 2 contains 3637 members Mstep: Class 3 contains 12591 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 57912 members Mstep: Class 6 contains 4749 members Mstep: Class 10 contains 8459 members Mstep: Class 11 contains 4318 members Mstep: Class 12 contains 12359 members Mstep: Class 13 contains 9804 members Mstep: Class 14 contains 1429 members Mstep: Class 15 contains 2578 members Mstep: Class 16 contains 63683 members Mstep: Class 18 contains 7515 members Entering Unmasked Estep ConsiderDeletion Score: -35663064.000000 Penalty: 45708.597656 Iteration 51Q: 15 clusters Score -3.566306e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 331944 members Mstep: Class 2 contains 3723 members Mstep: Class 3 contains 12147 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 58563 members Mstep: Class 6 contains 4727 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 4302 members Mstep: Class 12 contains 12428 members Mstep: Class 13 contains 9765 members Mstep: Class 14 contains 1428 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 63048 members Mstep: Class 18 contains 7344 members Entering Unmasked Estep ConsiderDeletion Score: -35663176.000000 Penalty: 45708.597656 Iteration 52Q: 15 clusters Score -3.566318e+07 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 332326 members Mstep: Class 2 contains 3810 members Mstep: Class 3 contains 11741 members Mstep: Class 4 contains 1284 members Mstep: Class 5 contains 59173 members Mstep: Class 6 contains 4725 members Mstep: Class 10 contains 8476 members Mstep: Class 11 contains 4296 members Mstep: Class 12 contains 12484 members Mstep: Class 13 contains 9730 members Mstep: Class 14 contains 1428 members Mstep: Class 15 contains 2534 members Mstep: Class 16 contains 62501 members Mstep: Class 18 contains 7212 members Entering Unmasked Estep ConsiderDeletion Score: -35663384.000000 Penalty: 45708.597656 Iteration 53Q: 15 clusters Score -3.566338e+07 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 332644 members Mstep: Class 2 contains 3897 members Mstep: Class 3 contains 11355 members Mstep: Class 4 contains 1284 members Mstep: Class 5 contains 59731 members Mstep: Class 6 contains 4720 members Mstep: Class 10 contains 8488 members Mstep: Class 11 contains 4292 members Mstep: Class 12 contains 12520 members Mstep: Class 13 contains 9705 members Mstep: Class 14 contains 1428 members Mstep: Class 15 contains 2519 members Mstep: Class 16 contains 62029 members Mstep: Class 18 contains 7108 members Entering Unmasked Estep ConsiderDeletion Score: -35663424.000000 Penalty: 45708.597656 Iteration 54Q: 15 clusters Score -3.566342e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 332998 members Mstep: Class 2 contains 3983 members Mstep: Class 3 contains 10978 members Mstep: Class 4 contains 1284 members Mstep: Class 5 contains 60230 members Mstep: Class 6 contains 4707 members Mstep: Class 10 contains 8503 members Mstep: Class 11 contains 4280 members Mstep: Class 12 contains 12545 members Mstep: Class 13 contains 9680 members Mstep: Class 14 contains 1427 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 61593 members Mstep: Class 18 contains 7004 members Entering Unmasked Estep ConsiderDeletion Score: -35663516.000000 Penalty: 45708.597656 Iteration 55Q: 15 clusters Score -3.566352e+07 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 333235 members Mstep: Class 2 contains 4075 members Mstep: Class 3 contains 10646 members Mstep: Class 4 contains 1284 members Mstep: Class 5 contains 60681 members Mstep: Class 6 contains 4702 members Mstep: Class 10 contains 8522 members Mstep: Class 11 contains 4279 members Mstep: Class 12 contains 12570 members Mstep: Class 13 contains 9661 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2500 members Mstep: Class 16 contains 61225 members Mstep: Class 18 contains 6914 members Entering Unmasked Estep ConsiderDeletion Score: -35663604.000000 Penalty: 45708.597656 Iteration 56Q: 15 clusters Score -3.56636e+07 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 333503 members Mstep: Class 2 contains 4158 members Mstep: Class 3 contains 10328 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 61095 members Mstep: Class 6 contains 4709 members Mstep: Class 10 contains 8533 members Mstep: Class 11 contains 4270 members Mstep: Class 12 contains 12588 members Mstep: Class 13 contains 9644 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2492 members Mstep: Class 16 contains 60868 members Mstep: Class 18 contains 6822 members Entering Unmasked Estep ConsiderDeletion Score: -35663780.000000 Penalty: 45708.597656 Iteration 57Q: 15 clusters Score -3.566378e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 333730 members Mstep: Class 2 contains 4238 members Mstep: Class 3 contains 10034 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 61455 members Mstep: Class 6 contains 4711 members Mstep: Class 10 contains 8541 members Mstep: Class 11 contains 4267 members Mstep: Class 12 contains 12620 members Mstep: Class 13 contains 9637 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2481 members Mstep: Class 16 contains 60551 members Mstep: Class 18 contains 6745 members Entering Unmasked Estep ConsiderDeletion Score: -35663960.000000 Penalty: 45708.597656 Iteration 58Q: 15 clusters Score -3.566396e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 333953 members Mstep: Class 2 contains 4308 members Mstep: Class 3 contains 9771 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 61791 members Mstep: Class 6 contains 4718 members Mstep: Class 10 contains 8545 members Mstep: Class 11 contains 4258 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 9624 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2468 members Mstep: Class 16 contains 60260 members Mstep: Class 18 contains 6664 members Entering Unmasked Estep ConsiderDeletion Score: -35664180.000000 Penalty: 45708.597656 Iteration 59Q: 15 clusters Score -3.566418e+07 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334145 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 9514 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 62098 members Mstep: Class 6 contains 4723 members Mstep: Class 10 contains 8545 members Mstep: Class 11 contains 4260 members Mstep: Class 12 contains 12670 members Mstep: Class 13 contains 9618 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2457 members Mstep: Class 16 contains 60006 members Mstep: Class 18 contains 6596 members Entering Unmasked Estep ConsiderDeletion Score: -35664220.000000 Penalty: 45708.597656 Iteration 60F: 15 clusters Score -3.566422e+07 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334308 members Mstep: Class 2 contains 4434 members Mstep: Class 3 contains 9290 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 62392 members Mstep: Class 6 contains 4728 members Mstep: Class 10 contains 8559 members Mstep: Class 11 contains 4251 members Mstep: Class 12 contains 12689 members Mstep: Class 13 contains 9613 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2445 members Mstep: Class 16 contains 59765 members Mstep: Class 18 contains 6536 members Entering Unmasked Estep ConsiderDeletion Score: -35664308.000000 Penalty: 45708.597656 Iteration 61Q: 15 clusters Score -3.566431e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334503 members Mstep: Class 2 contains 4490 members Mstep: Class 3 contains 9048 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 62648 members Mstep: Class 6 contains 4734 members Mstep: Class 10 contains 8566 members Mstep: Class 11 contains 4242 members Mstep: Class 12 contains 12699 members Mstep: Class 13 contains 9606 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2440 members Mstep: Class 16 contains 59554 members Mstep: Class 18 contains 6480 members Entering Unmasked Estep ConsiderDeletion Score: -35664388.000000 Penalty: 45708.597656 Iteration 62Q: 15 clusters Score -3.566439e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334630 members Mstep: Class 2 contains 4549 members Mstep: Class 3 contains 8847 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 62881 members Mstep: Class 6 contains 4747 members Mstep: Class 10 contains 8574 members Mstep: Class 11 contains 4240 members Mstep: Class 12 contains 12717 members Mstep: Class 13 contains 9593 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2438 members Mstep: Class 16 contains 59365 members Mstep: Class 18 contains 6428 members Entering Unmasked Estep ConsiderDeletion Score: -35664496.000000 Penalty: 45708.597656 Iteration 63Q: 15 clusters Score -3.56645e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334743 members Mstep: Class 2 contains 4595 members Mstep: Class 3 contains 8655 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63093 members Mstep: Class 6 contains 4760 members Mstep: Class 10 contains 8586 members Mstep: Class 11 contains 4239 members Mstep: Class 12 contains 12743 members Mstep: Class 13 contains 9588 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2440 members Mstep: Class 16 contains 59185 members Mstep: Class 18 contains 6382 members Entering Unmasked Estep ConsiderDeletion Score: -35664488.000000 Penalty: 45708.597656 Iteration 64Q: 15 clusters Score -3.566449e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334871 members Mstep: Class 2 contains 4643 members Mstep: Class 3 contains 8466 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63298 members Mstep: Class 6 contains 4773 members Mstep: Class 10 contains 8591 members Mstep: Class 11 contains 4234 members Mstep: Class 12 contains 12755 members Mstep: Class 13 contains 9586 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2441 members Mstep: Class 16 contains 59019 members Mstep: Class 18 contains 6332 members Entering Unmasked Estep ConsiderDeletion Score: -35664480.000000 Penalty: 45708.597656 Iteration 65Q: 15 clusters Score -3.566448e+07 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 334954 members Mstep: Class 2 contains 4698 members Mstep: Class 3 contains 8295 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63500 members Mstep: Class 6 contains 4786 members Mstep: Class 10 contains 8597 members Mstep: Class 11 contains 4228 members Mstep: Class 12 contains 12772 members Mstep: Class 13 contains 9585 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58870 members Mstep: Class 18 contains 6281 members Entering Unmasked Estep ConsiderDeletion Score: -35664524.000000 Penalty: 45708.597656 Iteration 66Q: 15 clusters Score -3.566452e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335023 members Mstep: Class 2 contains 4739 members Mstep: Class 3 contains 8141 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63696 members Mstep: Class 6 contains 4793 members Mstep: Class 10 contains 8599 members Mstep: Class 11 contains 4230 members Mstep: Class 12 contains 12789 members Mstep: Class 13 contains 9581 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58737 members Mstep: Class 18 contains 6239 members Entering Unmasked Estep ConsiderDeletion Score: -35664580.000000 Penalty: 45708.597656 Iteration 67Q: 15 clusters Score -3.566458e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335109 members Mstep: Class 2 contains 4785 members Mstep: Class 3 contains 8000 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63842 members Mstep: Class 6 contains 4801 members Mstep: Class 10 contains 8606 members Mstep: Class 11 contains 4229 members Mstep: Class 12 contains 12810 members Mstep: Class 13 contains 9574 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58618 members Mstep: Class 18 contains 6193 members Entering Unmasked Estep ConsiderDeletion Score: -35664684.000000 Penalty: 45708.597656 Iteration 68Q: 15 clusters Score -3.566468e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335149 members Mstep: Class 2 contains 4830 members Mstep: Class 3 contains 7898 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 63974 members Mstep: Class 6 contains 4808 members Mstep: Class 10 contains 8610 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12817 members Mstep: Class 13 contains 9572 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58526 members Mstep: Class 18 contains 6160 members Entering Unmasked Estep ConsiderDeletion Score: -35664744.000000 Penalty: 45708.597656 Iteration 69Q: 15 clusters Score -3.566474e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335187 members Mstep: Class 2 contains 4859 members Mstep: Class 3 contains 7800 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64121 members Mstep: Class 6 contains 4815 members Mstep: Class 10 contains 8611 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12817 members Mstep: Class 13 contains 9567 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58437 members Mstep: Class 18 contains 6127 members Entering Unmasked Estep ConsiderDeletion Score: -35664720.000000 Penalty: 45708.597656 Iteration 70Q: 15 clusters Score -3.566472e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335248 members Mstep: Class 2 contains 4893 members Mstep: Class 3 contains 7693 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64248 members Mstep: Class 6 contains 4822 members Mstep: Class 10 contains 8612 members Mstep: Class 11 contains 4231 members Mstep: Class 12 contains 12819 members Mstep: Class 13 contains 9563 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58356 members Mstep: Class 18 contains 6082 members Entering Unmasked Estep ConsiderDeletion Score: -35664820.000000 Penalty: 45708.597656 Iteration 71Q: 15 clusters Score -3.566482e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335303 members Mstep: Class 2 contains 4919 members Mstep: Class 3 contains 7592 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64381 members Mstep: Class 6 contains 4834 members Mstep: Class 10 contains 8612 members Mstep: Class 11 contains 4230 members Mstep: Class 12 contains 12819 members Mstep: Class 13 contains 9563 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58268 members Mstep: Class 18 contains 6046 members Entering Unmasked Estep ConsiderDeletion Score: -35664808.000000 Penalty: 45708.597656 Iteration 72Q: 15 clusters Score -3.566481e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335323 members Mstep: Class 2 contains 4940 members Mstep: Class 3 contains 7506 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64508 members Mstep: Class 6 contains 4845 members Mstep: Class 10 contains 8618 members Mstep: Class 11 contains 4227 members Mstep: Class 12 contains 12819 members Mstep: Class 13 contains 9562 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58205 members Mstep: Class 18 contains 6014 members Entering Unmasked Estep ConsiderDeletion Score: -35664760.000000 Penalty: 45708.597656 Iteration 73Q: 15 clusters Score -3.566476e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335324 members Mstep: Class 2 contains 4969 members Mstep: Class 3 contains 7435 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64618 members Mstep: Class 6 contains 4854 members Mstep: Class 10 contains 8622 members Mstep: Class 11 contains 4227 members Mstep: Class 12 contains 12813 members Mstep: Class 13 contains 9563 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58148 members Mstep: Class 18 contains 5994 members Entering Unmasked Estep ConsiderDeletion Score: -35664776.000000 Penalty: 45708.597656 Iteration 74Q: 15 clusters Score -3.566478e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335280 members Mstep: Class 2 contains 4987 members Mstep: Class 3 contains 7366 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64758 members Mstep: Class 6 contains 4861 members Mstep: Class 10 contains 8625 members Mstep: Class 11 contains 4229 members Mstep: Class 12 contains 12817 members Mstep: Class 13 contains 9564 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58103 members Mstep: Class 18 contains 5977 members Entering Unmasked Estep ConsiderDeletion Score: -35664760.000000 Penalty: 45708.597656 Iteration 75Q: 15 clusters Score -3.566476e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335281 members Mstep: Class 2 contains 5000 members Mstep: Class 3 contains 7284 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64877 members Mstep: Class 6 contains 4865 members Mstep: Class 10 contains 8626 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12825 members Mstep: Class 13 contains 9562 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58065 members Mstep: Class 18 contains 5956 members Entering Unmasked Estep ConsiderDeletion Score: -35664860.000000 Penalty: 45708.597656 Iteration 76Q: 15 clusters Score -3.566486e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335296 members Mstep: Class 2 contains 5012 members Mstep: Class 3 contains 7204 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 64978 members Mstep: Class 6 contains 4865 members Mstep: Class 10 contains 8626 members Mstep: Class 11 contains 4225 members Mstep: Class 12 contains 12833 members Mstep: Class 13 contains 9560 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 58026 members Mstep: Class 18 contains 5942 members Entering Unmasked Estep ConsiderDeletion Score: -35664816.000000 Penalty: 45708.597656 Iteration 77Q: 15 clusters Score -3.566482e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335295 members Mstep: Class 2 contains 5023 members Mstep: Class 3 contains 7139 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 65071 members Mstep: Class 6 contains 4869 members Mstep: Class 10 contains 8621 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12844 members Mstep: Class 13 contains 9560 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 57991 members Mstep: Class 18 contains 5928 members Entering Unmasked Estep ConsiderDeletion Score: -35664804.000000 Penalty: 45708.597656 Iteration 78Q: 15 clusters Score -3.56648e+07 nChanged 249 Entering ConstructFrom: Score: -35664804.000000 Penalty: 45708.597656 Entering ConstructFrom: Trying to split cluster 1 (335297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335297 members Entering Unmasked Estep Score: -23126926.000000 Penalty: 3155.247314 Iteration 0F: 2 clusters Score -2.312693e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167904 members Mstep: Class 2 contains 167393 members Entering Unmasked Estep Score: -22901154.000000 Penalty: 6310.494629 Iteration 0F: 3 clusters Score -2.290115e+07 nChanged 162671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174311 members Mstep: Class 2 contains 160986 members Entering Unmasked Estep Score: -22996854.000000 Penalty: 6310.494629 Iteration 1F: 3 clusters Score -2.299685e+07 nChanged 10585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179532 members Mstep: Class 2 contains 155765 members Entering Unmasked Estep Score: -22999700.000000 Penalty: 6310.494629 Iteration 2Q: 3 clusters Score -2.29997e+07 nChanged 13420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187710 members Mstep: Class 2 contains 147587 members Entering Unmasked Estep Score: -23004686.000000 Penalty: 6310.494629 Iteration 3Q: 3 clusters Score -2.300469e+07 nChanged 17399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199979 members Mstep: Class 2 contains 135318 members Entering Unmasked Estep Score: -23012962.000000 Penalty: 6310.494629 Iteration 4F: 3 clusters Score -2.301296e+07 nChanged 21322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216587 members Mstep: Class 2 contains 118710 members Entering Unmasked Estep Score: -23025320.000000 Penalty: 6310.494629 Iteration 5F: 3 clusters Score -2.302532e+07 nChanged 24338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237203 members Mstep: Class 2 contains 98094 members Entering Unmasked Estep Score: -23041678.000000 Penalty: 6310.494629 Iteration 6F: 3 clusters Score -2.304168e+07 nChanged 25117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260010 members Mstep: Class 2 contains 75287 members Entering Unmasked Estep Score: -23060096.000000 Penalty: 6310.494629 Iteration 7F: 3 clusters Score -2.30601e+07 nChanged 23306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282492 members Mstep: Class 2 contains 52805 members Entering Unmasked Estep Score: -23078810.000000 Penalty: 6310.494629 Iteration 8F: 3 clusters Score -2.307881e+07 nChanged 20167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302503 members Mstep: Class 2 contains 32794 members Entering Unmasked Estep Score: -23096238.000000 Penalty: 6310.494629 Iteration 9F: 3 clusters Score -2.309624e+07 nChanged 15290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317783 members Mstep: Class 2 contains 17514 members Entering Unmasked Estep Score: -23109904.000000 Penalty: 6310.494629 Iteration 10Q: 3 clusters Score -2.31099e+07 nChanged 9302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327083 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -23117840.000000 Penalty: 6310.494629 Iteration 11Q: 3 clusters Score -2.311784e+07 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331672 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -23121604.000000 Penalty: 6310.494629 Iteration 12Q: 3 clusters Score -2.31216e+07 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333646 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -23123118.000000 Penalty: 6310.494629 Iteration 13Q: 3 clusters Score -2.312312e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334385 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -23123654.000000 Penalty: 6310.494629 Iteration 14Q: 3 clusters Score -2.312365e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334667 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -23123914.000000 Penalty: 6310.494629 Iteration 15Q: 3 clusters Score -2.312391e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334782 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -23124088.000000 Penalty: 6310.494629 Iteration 16Q: 3 clusters Score -2.312409e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334847 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -23124154.000000 Penalty: 6310.494629 Iteration 17Q: 3 clusters Score -2.312415e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334876 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -23124214.000000 Penalty: 6310.494629 Iteration 18Q: 3 clusters Score -2.312421e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334892 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -23124222.000000 Penalty: 6310.494629 Iteration 19Q: 3 clusters Score -2.312422e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334905 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -23124248.000000 Penalty: 6310.494629 Iteration 20F: 3 clusters Score -2.312425e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334921 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -23124264.000000 Penalty: 6310.494629 Iteration 21Q: 3 clusters Score -2.312426e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334929 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -23124256.000000 Penalty: 6310.494629 Iteration 22Q: 3 clusters Score -2.312426e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334935 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -23124286.000000 Penalty: 6310.494629 Iteration 23Q: 3 clusters Score -2.312429e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334942 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -23124296.000000 Penalty: 6310.494629 Iteration 24Q: 3 clusters Score -2.31243e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334945 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23124314.000000 Penalty: 6310.494629 Iteration 25Q: 3 clusters Score -2.312431e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334945 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23124318.000000 Penalty: 6310.494629 Iteration 26Q: 3 clusters Score -2.312432e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334947 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23124308.000000 Penalty: 6310.494629 Iteration 27Q: 3 clusters Score -2.312431e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334947 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23124312.000000 Penalty: 6310.494629 Iteration 28Q: 3 clusters Score -2.312431e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334947 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23124314.000000 Penalty: 6310.494629 Iteration 29Q: 3 clusters Score -2.312431e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334949 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -23124320.000000 Penalty: 6310.494629 Iteration 30Q: 3 clusters Score -2.312432e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334953 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -23124314.000000 Penalty: 6310.494629 Iteration 31Q: 3 clusters Score -2.312431e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334953 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -23124314.000000 Penalty: 6310.494629 Iteration 32Q: 3 clusters Score -2.312431e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334955 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -23124336.000000 Penalty: 6310.494629 Iteration 33Q: 3 clusters Score -2.312434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334954 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23124324.000000 Penalty: 6310.494629 Iteration 34Q: 3 clusters Score -2.312432e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334954 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23124326.000000 Penalty: 6310.494629 Iteration 35Q: 3 clusters Score -2.312433e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334954 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23124326.000000 Penalty: 6310.494629 Iteration 36F: 3 clusters Score -2.312433e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Entering Unmasked Estep Score: -333263.062500 Penalty: 2113.796631 Iteration 0F: 2 clusters Score -333263.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -328740.562500 Penalty: 4227.593262 Iteration 0F: 3 clusters Score -328740.6 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -329762.625000 Penalty: 4227.593262 Iteration 1F: 3 clusters Score -329762.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -329939.125000 Penalty: 4227.593262 Iteration 2F: 3 clusters Score -329939.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -330055.437500 Penalty: 4227.593262 Iteration 3Q: 3 clusters Score -330055.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -330125.406250 Penalty: 4227.593262 Iteration 4Q: 3 clusters Score -330125.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -330178.781250 Penalty: 4227.593262 Iteration 5Q: 3 clusters Score -330178.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -330220.687500 Penalty: 4227.593262 Iteration 6Q: 3 clusters Score -330220.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -330244.843750 Penalty: 4227.593262 Iteration 7Q: 3 clusters Score -330244.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -330268.531250 Penalty: 4227.593262 Iteration 8Q: 3 clusters Score -330268.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -330286.250000 Penalty: 4227.593262 Iteration 9Q: 3 clusters Score -330286.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -330307.375000 Penalty: 4227.593262 Iteration 10Q: 3 clusters Score -330307.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -330330.531250 Penalty: 4227.593262 Iteration 11Q: 3 clusters Score -330330.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -330355.062500 Penalty: 4227.593262 Iteration 12Q: 3 clusters Score -330355.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -330377.812500 Penalty: 4227.593262 Iteration 13Q: 3 clusters Score -330377.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -330401.125000 Penalty: 4227.593262 Iteration 14Q: 3 clusters Score -330401.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -330446.656250 Penalty: 4227.593262 Iteration 15Q: 3 clusters Score -330446.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -330527.218750 Penalty: 4227.593262 Iteration 16Q: 3 clusters Score -330527.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -330641.218750 Penalty: 4227.593262 Iteration 17Q: 3 clusters Score -330641.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -330757.468750 Penalty: 4227.593262 Iteration 18Q: 3 clusters Score -330757.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -330905.843750 Penalty: 4227.593262 Iteration 19Q: 3 clusters Score -330905.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -331054.375000 Penalty: 4227.593262 Iteration 20F: 3 clusters Score -331054.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -331202.937500 Penalty: 4227.593262 Iteration 21Q: 3 clusters Score -331202.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -331346.656250 Penalty: 4227.593262 Iteration 22Q: 3 clusters Score -331346.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -331477.437500 Penalty: 4227.593262 Iteration 23Q: 3 clusters Score -331477.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -331583.343750 Penalty: 4227.593262 Iteration 24Q: 3 clusters Score -331583.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -331665.656250 Penalty: 4227.593262 Iteration 25Q: 3 clusters Score -331665.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -331716.906250 Penalty: 4227.593262 Iteration 26Q: 3 clusters Score -331716.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -331750.656250 Penalty: 4227.593262 Iteration 27Q: 3 clusters Score -331750.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -331776.406250 Penalty: 4227.593262 Iteration 28Q: 3 clusters Score -331776.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -331800.906250 Penalty: 4227.593262 Iteration 29Q: 3 clusters Score -331800.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -331817.687500 Penalty: 4227.593262 Iteration 30Q: 3 clusters Score -331817.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -331824.843750 Penalty: 4227.593262 Iteration 31Q: 3 clusters Score -331824.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -331830.593750 Penalty: 4227.593262 Iteration 32Q: 3 clusters Score -331830.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -331833.218750 Penalty: 4227.593262 Iteration 33Q: 3 clusters Score -331833.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -331835.031250 Penalty: 4227.593262 Iteration 34Q: 3 clusters Score -331835 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -331836.843750 Penalty: 4227.593262 Iteration 35Q: 3 clusters Score -331836.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -331840.250000 Penalty: 4227.593262 Iteration 36Q: 3 clusters Score -331840.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -331845.156250 Penalty: 4227.593262 Iteration 37Q: 3 clusters Score -331845.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -331847.125000 Penalty: 4227.593262 Iteration 38Q: 3 clusters Score -331847.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -331849.468750 Penalty: 4227.593262 Iteration 39Q: 3 clusters Score -331849.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -331852.781250 Penalty: 4227.593262 Iteration 40F: 3 clusters Score -331852.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -331857.375000 Penalty: 4227.593262 Iteration 41Q: 3 clusters Score -331857.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -331861.187500 Penalty: 4227.593262 Iteration 42Q: 3 clusters Score -331861.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -331865.781250 Penalty: 4227.593262 Iteration 43Q: 3 clusters Score -331865.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -331868.875000 Penalty: 4227.593262 Iteration 44Q: 3 clusters Score -331868.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -331870.531250 Penalty: 4227.593262 Iteration 45Q: 3 clusters Score -331870.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -331873.968750 Penalty: 4227.593262 Iteration 46Q: 3 clusters Score -331874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -331874.656250 Penalty: 4227.593262 Iteration 47Q: 3 clusters Score -331874.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -331874.843750 Penalty: 4227.593262 Iteration 48Q: 3 clusters Score -331874.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -331877.937500 Penalty: 4227.593262 Iteration 49Q: 3 clusters Score -331877.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -331878.468750 Penalty: 4227.593262 Iteration 50Q: 3 clusters Score -331878.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -331880.375000 Penalty: 4227.593262 Iteration 51Q: 3 clusters Score -331880.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -331881.468750 Penalty: 4227.593262 Iteration 52Q: 3 clusters Score -331881.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -331883.468750 Penalty: 4227.593262 Iteration 53Q: 3 clusters Score -331883.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -331884.625000 Penalty: 4227.593262 Iteration 54Q: 3 clusters Score -331884.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -331885.718750 Penalty: 4227.593262 Iteration 55Q: 3 clusters Score -331885.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -331886.531250 Penalty: 4227.593262 Iteration 56Q: 3 clusters Score -331886.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -331886.875000 Penalty: 4227.593262 Iteration 57Q: 3 clusters Score -331886.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -331887.875000 Penalty: 4227.593262 Iteration 58Q: 3 clusters Score -331887.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -331887.875000 Penalty: 4227.593262 Iteration 59F: 3 clusters Score -331887.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Entering Unmasked Estep Score: -521943.812500 Penalty: 2198.457275 Iteration 0F: 2 clusters Score -521943.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -516153.437500 Penalty: 4396.914551 Iteration 0F: 3 clusters Score -516153.4 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -517586.375000 Penalty: 4396.914551 Iteration 1F: 3 clusters Score -517586.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -517793.687500 Penalty: 4396.914551 Iteration 2F: 3 clusters Score -517793.7 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -517970.750000 Penalty: 4396.914551 Iteration 3Q: 3 clusters Score -517970.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -518091.812500 Penalty: 4396.914551 Iteration 4Q: 3 clusters Score -518091.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -518185.656250 Penalty: 4396.914551 Iteration 5Q: 3 clusters Score -518185.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -518270.343750 Penalty: 4396.914551 Iteration 6Q: 3 clusters Score -518270.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -518339.625000 Penalty: 4396.914551 Iteration 7Q: 3 clusters Score -518339.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -518402.031250 Penalty: 4396.914551 Iteration 8Q: 3 clusters Score -518402 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -518467.250000 Penalty: 4396.914551 Iteration 9Q: 3 clusters Score -518467.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -518537.125000 Penalty: 4396.914551 Iteration 10Q: 3 clusters Score -518537.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -518613.531250 Penalty: 4396.914551 Iteration 11Q: 3 clusters Score -518613.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -518700.218750 Penalty: 4396.914551 Iteration 12Q: 3 clusters Score -518700.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -518786.625000 Penalty: 4396.914551 Iteration 13Q: 3 clusters Score -518786.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -518875.781250 Penalty: 4396.914551 Iteration 14Q: 3 clusters Score -518875.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -518957.593750 Penalty: 4396.914551 Iteration 15Q: 3 clusters Score -518957.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -519032.062500 Penalty: 4396.914551 Iteration 16Q: 3 clusters Score -519032.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -519098.125000 Penalty: 4396.914551 Iteration 17Q: 3 clusters Score -519098.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -519155.125000 Penalty: 4396.914551 Iteration 18Q: 3 clusters Score -519155.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -519214.468750 Penalty: 4396.914551 Iteration 19Q: 3 clusters Score -519214.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -519276.687500 Penalty: 4396.914551 Iteration 20F: 3 clusters Score -519276.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -519330.500000 Penalty: 4396.914551 Iteration 21Q: 3 clusters Score -519330.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -519378.562500 Penalty: 4396.914551 Iteration 22Q: 3 clusters Score -519378.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -519403.968750 Penalty: 4396.914551 Iteration 23Q: 3 clusters Score -519404 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -519436.531250 Penalty: 4396.914551 Iteration 24Q: 3 clusters Score -519436.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -519466.000000 Penalty: 4396.914551 Iteration 25Q: 3 clusters Score -519466 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -519493.093750 Penalty: 4396.914551 Iteration 26Q: 3 clusters Score -519493.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -519519.375000 Penalty: 4396.914551 Iteration 27Q: 3 clusters Score -519519.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -519538.562500 Penalty: 4396.914551 Iteration 28Q: 3 clusters Score -519538.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -519556.250000 Penalty: 4396.914551 Iteration 29Q: 3 clusters Score -519556.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -519575.531250 Penalty: 4396.914551 Iteration 30Q: 3 clusters Score -519575.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -519600.000000 Penalty: 4396.914551 Iteration 31Q: 3 clusters Score -519600 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -519621.062500 Penalty: 4396.914551 Iteration 32Q: 3 clusters Score -519621.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -519635.406250 Penalty: 4396.914551 Iteration 33Q: 3 clusters Score -519635.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -519651.812500 Penalty: 4396.914551 Iteration 34Q: 3 clusters Score -519651.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -519670.250000 Penalty: 4396.914551 Iteration 35Q: 3 clusters Score -519670.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -519688.187500 Penalty: 4396.914551 Iteration 36Q: 3 clusters Score -519688.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -519704.187500 Penalty: 4396.914551 Iteration 37Q: 3 clusters Score -519704.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -519724.625000 Penalty: 4396.914551 Iteration 38Q: 3 clusters Score -519724.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -519743.812500 Penalty: 4396.914551 Iteration 39Q: 3 clusters Score -519743.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -519757.250000 Penalty: 4396.914551 Iteration 40F: 3 clusters Score -519757.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -519774.625000 Penalty: 4396.914551 Iteration 41Q: 3 clusters Score -519774.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -519787.468750 Penalty: 4396.914551 Iteration 42Q: 3 clusters Score -519787.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -519796.375000 Penalty: 4396.914551 Iteration 43Q: 3 clusters Score -519796.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -519804.687500 Penalty: 4396.914551 Iteration 44Q: 3 clusters Score -519804.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -519813.031250 Penalty: 4396.914551 Iteration 45Q: 3 clusters Score -519813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -519814.531250 Penalty: 4396.914551 Iteration 46Q: 3 clusters Score -519814.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -519815.531250 Penalty: 4396.914551 Iteration 47Q: 3 clusters Score -519815.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -519817.437500 Penalty: 4396.914551 Iteration 48Q: 3 clusters Score -519817.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -519818.031250 Penalty: 4396.914551 Iteration 49Q: 3 clusters Score -519818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -519819.343750 Penalty: 4396.914551 Iteration 50Q: 3 clusters Score -519819.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -519821.937500 Penalty: 4396.914551 Iteration 51Q: 3 clusters Score -519821.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -519822.906250 Penalty: 4396.914551 Iteration 52Q: 3 clusters Score -519822.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -519824.531250 Penalty: 4396.914551 Iteration 53Q: 3 clusters Score -519824.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -519826.000000 Penalty: 4396.914551 Iteration 54Q: 3 clusters Score -519826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -519826.562500 Penalty: 4396.914551 Iteration 55Q: 3 clusters Score -519826.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -519827.468750 Penalty: 4396.914551 Iteration 56Q: 3 clusters Score -519827.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -519828.968750 Penalty: 4396.914551 Iteration 57Q: 3 clusters Score -519829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -519830.281250 Penalty: 4396.914551 Iteration 58Q: 3 clusters Score -519830.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -519830.312500 Penalty: 4396.914551 Iteration 59Q: 3 clusters Score -519830.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -519832.687500 Penalty: 4396.914551 Iteration 60F: 3 clusters Score -519832.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -519833.250000 Penalty: 4396.914551 Iteration 61Q: 3 clusters Score -519833.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -519833.656250 Penalty: 4396.914551 Iteration 62Q: 3 clusters Score -519833.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -519833.656250 Penalty: 4396.914551 Iteration 63F: 3 clusters Score -519833.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -82426.820312 Penalty: 1775.504395 Iteration 0F: 2 clusters Score -82426.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -80300.273438 Penalty: 3551.008789 Iteration 0F: 3 clusters Score -80300.27 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -80630.054688 Penalty: 3551.008789 Iteration 1F: 3 clusters Score -80630.05 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -80726.390625 Penalty: 3551.008789 Iteration 2F: 3 clusters Score -80726.39 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -80768.398438 Penalty: 3551.008789 Iteration 3Q: 3 clusters Score -80768.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -80797.585938 Penalty: 3551.008789 Iteration 4Q: 3 clusters Score -80797.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -80820.304688 Penalty: 3551.008789 Iteration 5Q: 3 clusters Score -80820.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -80849.406250 Penalty: 3551.008789 Iteration 6Q: 3 clusters Score -80849.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -80873.437500 Penalty: 3551.008789 Iteration 7Q: 3 clusters Score -80873.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -80888.703125 Penalty: 3551.008789 Iteration 8Q: 3 clusters Score -80888.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -80897.343750 Penalty: 3551.008789 Iteration 9Q: 3 clusters Score -80897.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -80906.820312 Penalty: 3551.008789 Iteration 10Q: 3 clusters Score -80906.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -80910.921875 Penalty: 3551.008789 Iteration 11Q: 3 clusters Score -80910.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -80912.585938 Penalty: 3551.008789 Iteration 12Q: 3 clusters Score -80912.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -80913.085938 Penalty: 3551.008789 Iteration 13Q: 3 clusters Score -80913.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -80913.085938 Penalty: 3551.008789 Iteration 14F: 3 clusters Score -80913.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65150 members Entering Unmasked Estep Score: -4470293.000000 Penalty: 2748.943115 Iteration 0F: 2 clusters Score -4470293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 32539 members Entering Unmasked Estep Score: -4426633.000000 Penalty: 5497.886230 Iteration 0F: 3 clusters Score -4426633 nChanged 30276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33179 members Mstep: Class 2 contains 31971 members Entering Unmasked Estep Score: -4443474.000000 Penalty: 5497.886230 Iteration 1F: 3 clusters Score -4443474 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33623 members Mstep: Class 2 contains 31527 members Entering Unmasked Estep Score: -4444011.500000 Penalty: 5497.886230 Iteration 2Q: 3 clusters Score -4444012 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34232 members Mstep: Class 2 contains 30918 members Entering Unmasked Estep Score: -4444487.500000 Penalty: 5497.886230 Iteration 3Q: 3 clusters Score -4444488 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35054 members Mstep: Class 2 contains 30096 members Entering Unmasked Estep Score: -4444967.000000 Penalty: 5497.886230 Iteration 4Q: 3 clusters Score -4444967 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36175 members Mstep: Class 2 contains 28975 members Entering Unmasked Estep Score: -4445420.500000 Penalty: 5497.886230 Iteration 5Q: 3 clusters Score -4445420 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37745 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -4446131.000000 Penalty: 5497.886230 Iteration 6Q: 3 clusters Score -4446131 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39983 members Mstep: Class 2 contains 25167 members Entering Unmasked Estep Score: -4447112.500000 Penalty: 5497.886230 Iteration 7Q: 3 clusters Score -4447112 nChanged 3314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43103 members Mstep: Class 2 contains 22047 members Entering Unmasked Estep Score: -4448784.000000 Penalty: 5497.886230 Iteration 8F: 3 clusters Score -4448784 nChanged 4261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47268 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -4451599.500000 Penalty: 5497.886230 Iteration 9F: 3 clusters Score -4451600 nChanged 5125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52353 members Mstep: Class 2 contains 12797 members Entering Unmasked Estep Score: -4455804.000000 Penalty: 5497.886230 Iteration 10F: 3 clusters Score -4455804 nChanged 5140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57475 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -4460622.000000 Penalty: 5497.886230 Iteration 11F: 3 clusters Score -4460622 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61484 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -4464606.500000 Penalty: 5497.886230 Iteration 12F: 3 clusters Score -4464606 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63616 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -4466709.500000 Penalty: 5497.886230 Iteration 13Q: 3 clusters Score -4466710 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64450 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -4467476.000000 Penalty: 5497.886230 Iteration 14Q: 3 clusters Score -4467476 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64722 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -4467722.500000 Penalty: 5497.886230 Iteration 15Q: 3 clusters Score -4467722 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64828 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -4467843.000000 Penalty: 5497.886230 Iteration 16Q: 3 clusters Score -4467843 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64878 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -4467904.000000 Penalty: 5497.886230 Iteration 17Q: 3 clusters Score -4467904 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64899 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -4467934.000000 Penalty: 5497.886230 Iteration 18Q: 3 clusters Score -4467934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64903 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -4467944.000000 Penalty: 5497.886230 Iteration 19Q: 3 clusters Score -4467944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64908 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4467955.500000 Penalty: 5497.886230 Iteration 20F: 3 clusters Score -4467956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64910 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -4467959.000000 Penalty: 5497.886230 Iteration 21Q: 3 clusters Score -4467959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64909 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -4467960.500000 Penalty: 5497.886230 Iteration 22Q: 3 clusters Score -4467960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64909 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -4467964.500000 Penalty: 5497.886230 Iteration 23Q: 3 clusters Score -4467964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64908 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4467963.000000 Penalty: 5497.886230 Iteration 24Q: 3 clusters Score -4467963 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64910 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -4467972.000000 Penalty: 5497.886230 Iteration 25Q: 3 clusters Score -4467972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64912 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -4467972.000000 Penalty: 5497.886230 Iteration 26Q: 3 clusters Score -4467972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64917 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -4467976.000000 Penalty: 5497.886230 Iteration 27Q: 3 clusters Score -4467976 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64916 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -4467987.000000 Penalty: 5497.886230 Iteration 28Q: 3 clusters Score -4467987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64917 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -4467985.500000 Penalty: 5497.886230 Iteration 29Q: 3 clusters Score -4467986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64918 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -4467985.500000 Penalty: 5497.886230 Iteration 30Q: 3 clusters Score -4467986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64918 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -4467985.500000 Penalty: 5497.886230 Iteration 31F: 3 clusters Score -4467986 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Entering Unmasked Estep Score: -360274.562500 Penalty: 2106.290039 Iteration 0F: 2 clusters Score -360274.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -355842.718750 Penalty: 4212.580078 Iteration 0F: 3 clusters Score -355842.7 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -356847.343750 Penalty: 4212.580078 Iteration 1F: 3 clusters Score -356847.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -357031.875000 Penalty: 4212.580078 Iteration 2F: 3 clusters Score -357031.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -357149.031250 Penalty: 4212.580078 Iteration 3Q: 3 clusters Score -357149 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -357230.531250 Penalty: 4212.580078 Iteration 4Q: 3 clusters Score -357230.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -357290.218750 Penalty: 4212.580078 Iteration 5Q: 3 clusters Score -357290.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -357335.843750 Penalty: 4212.580078 Iteration 6Q: 3 clusters Score -357335.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -357376.218750 Penalty: 4212.580078 Iteration 7Q: 3 clusters Score -357376.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -357418.625000 Penalty: 4212.580078 Iteration 8Q: 3 clusters Score -357418.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -357473.375000 Penalty: 4212.580078 Iteration 9Q: 3 clusters Score -357473.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -357535.812500 Penalty: 4212.580078 Iteration 10Q: 3 clusters Score -357535.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -357591.093750 Penalty: 4212.580078 Iteration 11Q: 3 clusters Score -357591.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -357658.312500 Penalty: 4212.580078 Iteration 12Q: 3 clusters Score -357658.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -357724.687500 Penalty: 4212.580078 Iteration 13Q: 3 clusters Score -357724.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -357803.937500 Penalty: 4212.580078 Iteration 14Q: 3 clusters Score -357803.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -357900.312500 Penalty: 4212.580078 Iteration 15Q: 3 clusters Score -357900.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -358008.500000 Penalty: 4212.580078 Iteration 16Q: 3 clusters Score -358008.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -358123.281250 Penalty: 4212.580078 Iteration 17Q: 3 clusters Score -358123.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -358217.937500 Penalty: 4212.580078 Iteration 18Q: 3 clusters Score -358217.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -358292.218750 Penalty: 4212.580078 Iteration 19Q: 3 clusters Score -358292.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -358352.781250 Penalty: 4212.580078 Iteration 20F: 3 clusters Score -358352.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -358400.625000 Penalty: 4212.580078 Iteration 21Q: 3 clusters Score -358400.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -358437.875000 Penalty: 4212.580078 Iteration 22Q: 3 clusters Score -358437.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -358471.625000 Penalty: 4212.580078 Iteration 23Q: 3 clusters Score -358471.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -358493.750000 Penalty: 4212.580078 Iteration 24Q: 3 clusters Score -358493.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -358513.562500 Penalty: 4212.580078 Iteration 25Q: 3 clusters Score -358513.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -358525.593750 Penalty: 4212.580078 Iteration 26Q: 3 clusters Score -358525.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -358529.343750 Penalty: 4212.580078 Iteration 27Q: 3 clusters Score -358529.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -358534.093750 Penalty: 4212.580078 Iteration 28Q: 3 clusters Score -358534.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -358538.062500 Penalty: 4212.580078 Iteration 29Q: 3 clusters Score -358538.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -358544.812500 Penalty: 4212.580078 Iteration 30Q: 3 clusters Score -358544.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -358552.562500 Penalty: 4212.580078 Iteration 31Q: 3 clusters Score -358552.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -358557.750000 Penalty: 4212.580078 Iteration 32Q: 3 clusters Score -358557.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -358561.375000 Penalty: 4212.580078 Iteration 33Q: 3 clusters Score -358561.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -358560.937500 Penalty: 4212.580078 Iteration 34Q: 3 clusters Score -358560.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -358561.125000 Penalty: 4212.580078 Iteration 35Q: 3 clusters Score -358561.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -358563.781250 Penalty: 4212.580078 Iteration 36Q: 3 clusters Score -358563.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -358565.500000 Penalty: 4212.580078 Iteration 37Q: 3 clusters Score -358565.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -358567.125000 Penalty: 4212.580078 Iteration 38Q: 3 clusters Score -358567.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -358569.343750 Penalty: 4212.580078 Iteration 39Q: 3 clusters Score -358569.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -358569.343750 Penalty: 4212.580078 Iteration 40F: 3 clusters Score -358569.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Entering Unmasked Estep Score: -599388.937500 Penalty: 2247.422607 Iteration 0F: 2 clusters Score -599388.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -592603.562500 Penalty: 4494.845215 Iteration 0F: 3 clusters Score -592603.6 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -594594.875000 Penalty: 4494.845215 Iteration 1F: 3 clusters Score -594594.9 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -595014.562500 Penalty: 4494.845215 Iteration 2F: 3 clusters Score -595014.6 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -595365.375000 Penalty: 4494.845215 Iteration 3F: 3 clusters Score -595365.4 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -595690.500000 Penalty: 4494.845215 Iteration 4F: 3 clusters Score -595690.5 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -595989.562500 Penalty: 4494.845215 Iteration 5F: 3 clusters Score -595989.6 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -596245.937500 Penalty: 4494.845215 Iteration 6Q: 3 clusters Score -596245.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -596486.375000 Penalty: 4494.845215 Iteration 7Q: 3 clusters Score -596486.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -596674.687500 Penalty: 4494.845215 Iteration 8Q: 3 clusters Score -596674.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -596817.750000 Penalty: 4494.845215 Iteration 9Q: 3 clusters Score -596817.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -596940.750000 Penalty: 4494.845215 Iteration 10Q: 3 clusters Score -596940.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -597055.000000 Penalty: 4494.845215 Iteration 11Q: 3 clusters Score -597055 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -597158.625000 Penalty: 4494.845215 Iteration 12Q: 3 clusters Score -597158.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -597261.312500 Penalty: 4494.845215 Iteration 13Q: 3 clusters Score -597261.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -597351.937500 Penalty: 4494.845215 Iteration 14Q: 3 clusters Score -597351.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -597417.750000 Penalty: 4494.845215 Iteration 15Q: 3 clusters Score -597417.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -597463.125000 Penalty: 4494.845215 Iteration 16Q: 3 clusters Score -597463.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -597515.125000 Penalty: 4494.845215 Iteration 17Q: 3 clusters Score -597515.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -597553.375000 Penalty: 4494.845215 Iteration 18Q: 3 clusters Score -597553.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -597591.875000 Penalty: 4494.845215 Iteration 19Q: 3 clusters Score -597591.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -597623.750000 Penalty: 4494.845215 Iteration 20F: 3 clusters Score -597623.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -597641.312500 Penalty: 4494.845215 Iteration 21Q: 3 clusters Score -597641.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -597650.500000 Penalty: 4494.845215 Iteration 22Q: 3 clusters Score -597650.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -597663.375000 Penalty: 4494.845215 Iteration 23Q: 3 clusters Score -597663.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -597678.125000 Penalty: 4494.845215 Iteration 24Q: 3 clusters Score -597678.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -597696.875000 Penalty: 4494.845215 Iteration 25Q: 3 clusters Score -597696.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -597716.000000 Penalty: 4494.845215 Iteration 26Q: 3 clusters Score -597716 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -597725.437500 Penalty: 4494.845215 Iteration 27Q: 3 clusters Score -597725.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -597731.687500 Penalty: 4494.845215 Iteration 28Q: 3 clusters Score -597731.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -597741.750000 Penalty: 4494.845215 Iteration 29Q: 3 clusters Score -597741.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -597757.937500 Penalty: 4494.845215 Iteration 30Q: 3 clusters Score -597757.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -597763.937500 Penalty: 4494.845215 Iteration 31Q: 3 clusters Score -597763.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -597767.312500 Penalty: 4494.845215 Iteration 32Q: 3 clusters Score -597767.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -597768.125000 Penalty: 4494.845215 Iteration 33Q: 3 clusters Score -597768.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -597772.812500 Penalty: 4494.845215 Iteration 34Q: 3 clusters Score -597772.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -597778.312500 Penalty: 4494.845215 Iteration 35Q: 3 clusters Score -597778.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -597781.562500 Penalty: 4494.845215 Iteration 36Q: 3 clusters Score -597781.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -597783.812500 Penalty: 4494.845215 Iteration 37Q: 3 clusters Score -597783.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -597784.625000 Penalty: 4494.845215 Iteration 38Q: 3 clusters Score -597784.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -597787.187500 Penalty: 4494.845215 Iteration 39Q: 3 clusters Score -597787.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -597789.312500 Penalty: 4494.845215 Iteration 40F: 3 clusters Score -597789.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -597789.750000 Penalty: 4494.845215 Iteration 41Q: 3 clusters Score -597789.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -597793.312500 Penalty: 4494.845215 Iteration 42Q: 3 clusters Score -597793.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -597793.250000 Penalty: 4494.845215 Iteration 43Q: 3 clusters Score -597793.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -597796.437500 Penalty: 4494.845215 Iteration 44Q: 3 clusters Score -597796.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -597797.062500 Penalty: 4494.845215 Iteration 45Q: 3 clusters Score -597797.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -597797.125000 Penalty: 4494.845215 Iteration 46Q: 3 clusters Score -597797.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -597797.750000 Penalty: 4494.845215 Iteration 47Q: 3 clusters Score -597797.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -597797.875000 Penalty: 4494.845215 Iteration 48Q: 3 clusters Score -597797.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -597799.437500 Penalty: 4494.845215 Iteration 49Q: 3 clusters Score -597799.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -597803.437500 Penalty: 4494.845215 Iteration 50Q: 3 clusters Score -597803.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -597805.500000 Penalty: 4494.845215 Iteration 51Q: 3 clusters Score -597805.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -597806.562500 Penalty: 4494.845215 Iteration 52Q: 3 clusters Score -597806.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -597805.812500 Penalty: 4494.845215 Iteration 53Q: 3 clusters Score -597805.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -597807.062500 Penalty: 4494.845215 Iteration 54Q: 3 clusters Score -597807.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -597807.062500 Penalty: 4494.845215 Iteration 55F: 3 clusters Score -597807.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Entering Unmasked Estep Score: -261783.828125 Penalty: 2070.437256 Iteration 0F: 2 clusters Score -261783.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -257736.765625 Penalty: 4140.874512 Iteration 0F: 3 clusters Score -257736.8 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -258740.812500 Penalty: 4140.874512 Iteration 1F: 3 clusters Score -258740.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -259018.140625 Penalty: 4140.874512 Iteration 2F: 3 clusters Score -259018.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -259189.437500 Penalty: 4140.874512 Iteration 3F: 3 clusters Score -259189.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -259306.953125 Penalty: 4140.874512 Iteration 4Q: 3 clusters Score -259307 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -259407.953125 Penalty: 4140.874512 Iteration 5Q: 3 clusters Score -259408 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -259491.171875 Penalty: 4140.874512 Iteration 6Q: 3 clusters Score -259491.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -259548.281250 Penalty: 4140.874512 Iteration 7Q: 3 clusters Score -259548.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -259594.328125 Penalty: 4140.874512 Iteration 8Q: 3 clusters Score -259594.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -259632.281250 Penalty: 4140.874512 Iteration 9Q: 3 clusters Score -259632.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -259663.296875 Penalty: 4140.874512 Iteration 10Q: 3 clusters Score -259663.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -259689.734375 Penalty: 4140.874512 Iteration 11Q: 3 clusters Score -259689.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -259708.484375 Penalty: 4140.874512 Iteration 12Q: 3 clusters Score -259708.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -259729.046875 Penalty: 4140.874512 Iteration 13Q: 3 clusters Score -259729 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -259743.218750 Penalty: 4140.874512 Iteration 14Q: 3 clusters Score -259743.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -259752.984375 Penalty: 4140.874512 Iteration 15Q: 3 clusters Score -259753 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -259763.171875 Penalty: 4140.874512 Iteration 16Q: 3 clusters Score -259763.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -259771.953125 Penalty: 4140.874512 Iteration 17Q: 3 clusters Score -259772 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -259780.046875 Penalty: 4140.874512 Iteration 18Q: 3 clusters Score -259780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -259785.687500 Penalty: 4140.874512 Iteration 19Q: 3 clusters Score -259785.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -259791.812500 Penalty: 4140.874512 Iteration 20F: 3 clusters Score -259791.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -259800.265625 Penalty: 4140.874512 Iteration 21Q: 3 clusters Score -259800.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -259805.843750 Penalty: 4140.874512 Iteration 22Q: 3 clusters Score -259805.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -259811.171875 Penalty: 4140.874512 Iteration 23Q: 3 clusters Score -259811.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -259815.796875 Penalty: 4140.874512 Iteration 24Q: 3 clusters Score -259815.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -259818.640625 Penalty: 4140.874512 Iteration 25Q: 3 clusters Score -259818.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -259821.546875 Penalty: 4140.874512 Iteration 26Q: 3 clusters Score -259821.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -259825.156250 Penalty: 4140.874512 Iteration 27Q: 3 clusters Score -259825.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -259826.625000 Penalty: 4140.874512 Iteration 28Q: 3 clusters Score -259826.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -259829.765625 Penalty: 4140.874512 Iteration 29Q: 3 clusters Score -259829.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -259831.890625 Penalty: 4140.874512 Iteration 30Q: 3 clusters Score -259831.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -259838.375000 Penalty: 4140.874512 Iteration 31Q: 3 clusters Score -259838.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -259848.781250 Penalty: 4140.874512 Iteration 32Q: 3 clusters Score -259848.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -259860.328125 Penalty: 4140.874512 Iteration 33Q: 3 clusters Score -259860.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -259874.062500 Penalty: 4140.874512 Iteration 34Q: 3 clusters Score -259874.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -259884.718750 Penalty: 4140.874512 Iteration 35Q: 3 clusters Score -259884.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -259896.765625 Penalty: 4140.874512 Iteration 36Q: 3 clusters Score -259896.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -259912.031250 Penalty: 4140.874512 Iteration 37Q: 3 clusters Score -259912 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -259920.312500 Penalty: 4140.874512 Iteration 38Q: 3 clusters Score -259920.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -259927.328125 Penalty: 4140.874512 Iteration 39Q: 3 clusters Score -259927.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -259933.921875 Penalty: 4140.874512 Iteration 40F: 3 clusters Score -259933.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -259942.421875 Penalty: 4140.874512 Iteration 41Q: 3 clusters Score -259942.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -259951.468750 Penalty: 4140.874512 Iteration 42Q: 3 clusters Score -259951.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -259961.828125 Penalty: 4140.874512 Iteration 43Q: 3 clusters Score -259961.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -259972.734375 Penalty: 4140.874512 Iteration 44Q: 3 clusters Score -259972.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -259985.218750 Penalty: 4140.874512 Iteration 45Q: 3 clusters Score -259985.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -260003.906250 Penalty: 4140.874512 Iteration 46Q: 3 clusters Score -260003.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -260019.296875 Penalty: 4140.874512 Iteration 47Q: 3 clusters Score -260019.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -260031.078125 Penalty: 4140.874512 Iteration 48Q: 3 clusters Score -260031.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -260045.968750 Penalty: 4140.874512 Iteration 49Q: 3 clusters Score -260046 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -260071.828125 Penalty: 4140.874512 Iteration 50Q: 3 clusters Score -260071.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -260096.546875 Penalty: 4140.874512 Iteration 51Q: 3 clusters Score -260096.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -260114.765625 Penalty: 4140.874512 Iteration 52Q: 3 clusters Score -260114.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -260132.515625 Penalty: 4140.874512 Iteration 53Q: 3 clusters Score -260132.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -260142.812500 Penalty: 4140.874512 Iteration 54Q: 3 clusters Score -260142.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -260149.453125 Penalty: 4140.874512 Iteration 55Q: 3 clusters Score -260149.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -260157.046875 Penalty: 4140.874512 Iteration 56Q: 3 clusters Score -260157 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -260164.328125 Penalty: 4140.874512 Iteration 57Q: 3 clusters Score -260164.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -260169.109375 Penalty: 4140.874512 Iteration 58Q: 3 clusters Score -260169.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -260172.343750 Penalty: 4140.874512 Iteration 59Q: 3 clusters Score -260172.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -260178.109375 Penalty: 4140.874512 Iteration 60F: 3 clusters Score -260178.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -260186.125000 Penalty: 4140.874512 Iteration 61Q: 3 clusters Score -260186.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -260191.593750 Penalty: 4140.874512 Iteration 62Q: 3 clusters Score -260191.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -260196.078125 Penalty: 4140.874512 Iteration 63Q: 3 clusters Score -260196.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -260204.625000 Penalty: 4140.874512 Iteration 64Q: 3 clusters Score -260204.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -260208.968750 Penalty: 4140.874512 Iteration 65Q: 3 clusters Score -260209 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -260214.250000 Penalty: 4140.874512 Iteration 66Q: 3 clusters Score -260214.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -260219.156250 Penalty: 4140.874512 Iteration 67Q: 3 clusters Score -260219.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -260221.625000 Penalty: 4140.874512 Iteration 68Q: 3 clusters Score -260221.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -260225.421875 Penalty: 4140.874512 Iteration 69Q: 3 clusters Score -260225.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -260227.406250 Penalty: 4140.874512 Iteration 70Q: 3 clusters Score -260227.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -260229.484375 Penalty: 4140.874512 Iteration 71Q: 3 clusters Score -260229.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -260232.234375 Penalty: 4140.874512 Iteration 72Q: 3 clusters Score -260232.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -260234.296875 Penalty: 4140.874512 Iteration 73Q: 3 clusters Score -260234.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -260235.031250 Penalty: 4140.874512 Iteration 74Q: 3 clusters Score -260235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -260236.000000 Penalty: 4140.874512 Iteration 75Q: 3 clusters Score -260236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -260236.000000 Penalty: 4140.874512 Iteration 76F: 3 clusters Score -260236 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12848 members Entering Unmasked Estep Score: -945084.000000 Penalty: 2346.313965 Iteration 0F: 2 clusters Score -945084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -935575.187500 Penalty: 4692.627930 Iteration 0F: 3 clusters Score -935575.2 nChanged 5445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -938373.937500 Penalty: 4692.627930 Iteration 1F: 3 clusters Score -938373.9 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -938787.500000 Penalty: 4692.627930 Iteration 2F: 3 clusters Score -938787.5 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -939164.437500 Penalty: 4692.627930 Iteration 3F: 3 clusters Score -939164.4 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -939488.750000 Penalty: 4692.627930 Iteration 4Q: 3 clusters Score -939488.8 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -939790.312500 Penalty: 4692.627930 Iteration 5Q: 3 clusters Score -939790.3 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -940165.437500 Penalty: 4692.627930 Iteration 6Q: 3 clusters Score -940165.4 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -940611.187500 Penalty: 4692.627930 Iteration 7F: 3 clusters Score -940611.2 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -941131.312500 Penalty: 4692.627930 Iteration 8F: 3 clusters Score -941131.3 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -941712.812500 Penalty: 4692.627930 Iteration 9F: 3 clusters Score -941712.8 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -942217.062500 Penalty: 4692.627930 Iteration 10F: 3 clusters Score -942217.1 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -942515.875000 Penalty: 4692.627930 Iteration 11Q: 3 clusters Score -942515.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -942672.437500 Penalty: 4692.627930 Iteration 12Q: 3 clusters Score -942672.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -942777.562500 Penalty: 4692.627930 Iteration 13Q: 3 clusters Score -942777.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -942842.625000 Penalty: 4692.627930 Iteration 14Q: 3 clusters Score -942842.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -942895.312500 Penalty: 4692.627930 Iteration 15Q: 3 clusters Score -942895.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -942940.687500 Penalty: 4692.627930 Iteration 16Q: 3 clusters Score -942940.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -942973.687500 Penalty: 4692.627930 Iteration 17Q: 3 clusters Score -942973.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -943000.875000 Penalty: 4692.627930 Iteration 18Q: 3 clusters Score -943000.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -943025.687500 Penalty: 4692.627930 Iteration 19Q: 3 clusters Score -943025.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -943044.437500 Penalty: 4692.627930 Iteration 20F: 3 clusters Score -943044.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10545 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -943065.062500 Penalty: 4692.627930 Iteration 21Q: 3 clusters Score -943065.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -943086.687500 Penalty: 4692.627930 Iteration 22Q: 3 clusters Score -943086.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -943105.375000 Penalty: 4692.627930 Iteration 23Q: 3 clusters Score -943105.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -943127.687500 Penalty: 4692.627930 Iteration 24Q: 3 clusters Score -943127.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -943145.000000 Penalty: 4692.627930 Iteration 25Q: 3 clusters Score -943145 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -943159.125000 Penalty: 4692.627930 Iteration 26Q: 3 clusters Score -943159.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -943180.812500 Penalty: 4692.627930 Iteration 27Q: 3 clusters Score -943180.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -943197.437500 Penalty: 4692.627930 Iteration 28Q: 3 clusters Score -943197.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -943214.375000 Penalty: 4692.627930 Iteration 29Q: 3 clusters Score -943214.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -943233.687500 Penalty: 4692.627930 Iteration 30Q: 3 clusters Score -943233.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -943244.750000 Penalty: 4692.627930 Iteration 31Q: 3 clusters Score -943244.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -943256.562500 Penalty: 4692.627930 Iteration 32Q: 3 clusters Score -943256.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -943261.062500 Penalty: 4692.627930 Iteration 33Q: 3 clusters Score -943261.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -943268.812500 Penalty: 4692.627930 Iteration 34Q: 3 clusters Score -943268.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -943271.000000 Penalty: 4692.627930 Iteration 35Q: 3 clusters Score -943271 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -943281.875000 Penalty: 4692.627930 Iteration 36Q: 3 clusters Score -943281.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -943297.562500 Penalty: 4692.627930 Iteration 37Q: 3 clusters Score -943297.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -943307.187500 Penalty: 4692.627930 Iteration 38Q: 3 clusters Score -943307.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -943317.562500 Penalty: 4692.627930 Iteration 39Q: 3 clusters Score -943317.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -943321.875000 Penalty: 4692.627930 Iteration 40F: 3 clusters Score -943321.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -943325.875000 Penalty: 4692.627930 Iteration 41Q: 3 clusters Score -943325.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -943328.250000 Penalty: 4692.627930 Iteration 42Q: 3 clusters Score -943328.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -943330.562500 Penalty: 4692.627930 Iteration 43Q: 3 clusters Score -943330.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -943337.125000 Penalty: 4692.627930 Iteration 44Q: 3 clusters Score -943337.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -943342.250000 Penalty: 4692.627930 Iteration 45Q: 3 clusters Score -943342.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -943342.937500 Penalty: 4692.627930 Iteration 46Q: 3 clusters Score -943342.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -943344.562500 Penalty: 4692.627930 Iteration 47Q: 3 clusters Score -943344.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -943345.875000 Penalty: 4692.627930 Iteration 48Q: 3 clusters Score -943345.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11417 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -943346.187500 Penalty: 4692.627930 Iteration 49Q: 3 clusters Score -943346.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -943345.687500 Penalty: 4692.627930 Iteration 50Q: 3 clusters Score -943345.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -943349.000000 Penalty: 4692.627930 Iteration 51Q: 3 clusters Score -943349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -943349.312500 Penalty: 4692.627930 Iteration 52Q: 3 clusters Score -943349.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -943350.562500 Penalty: 4692.627930 Iteration 53Q: 3 clusters Score -943350.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -943351.500000 Penalty: 4692.627930 Iteration 54Q: 3 clusters Score -943351.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -943351.500000 Penalty: 4692.627930 Iteration 55F: 3 clusters Score -943351.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Entering Unmasked Estep Score: -697748.000000 Penalty: 2272.901367 Iteration 0F: 2 clusters Score -697748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -690278.625000 Penalty: 4545.802734 Iteration 0F: 3 clusters Score -690278.6 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -692312.687500 Penalty: 4545.802734 Iteration 1F: 3 clusters Score -692312.7 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -692638.375000 Penalty: 4545.802734 Iteration 2F: 3 clusters Score -692638.4 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -692964.625000 Penalty: 4545.802734 Iteration 3F: 3 clusters Score -692964.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -693305.500000 Penalty: 4545.802734 Iteration 4F: 3 clusters Score -693305.5 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -693675.062500 Penalty: 4545.802734 Iteration 5F: 3 clusters Score -693675.1 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -694119.125000 Penalty: 4545.802734 Iteration 6F: 3 clusters Score -694119.1 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -694650.937500 Penalty: 4545.802734 Iteration 7F: 3 clusters Score -694650.9 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -695229.062500 Penalty: 4545.802734 Iteration 8F: 3 clusters Score -695229.1 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -695723.187500 Penalty: 4545.802734 Iteration 9F: 3 clusters Score -695723.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -696096.875000 Penalty: 4545.802734 Iteration 10F: 3 clusters Score -696096.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -696320.875000 Penalty: 4545.802734 Iteration 11Q: 3 clusters Score -696320.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -696472.000000 Penalty: 4545.802734 Iteration 12Q: 3 clusters Score -696472 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -696565.875000 Penalty: 4545.802734 Iteration 13Q: 3 clusters Score -696565.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -696621.812500 Penalty: 4545.802734 Iteration 14Q: 3 clusters Score -696621.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -696660.312500 Penalty: 4545.802734 Iteration 15Q: 3 clusters Score -696660.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -696692.687500 Penalty: 4545.802734 Iteration 16Q: 3 clusters Score -696692.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -696717.312500 Penalty: 4545.802734 Iteration 17Q: 3 clusters Score -696717.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -696751.375000 Penalty: 4545.802734 Iteration 18Q: 3 clusters Score -696751.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -696782.187500 Penalty: 4545.802734 Iteration 19Q: 3 clusters Score -696782.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -696817.750000 Penalty: 4545.802734 Iteration 20F: 3 clusters Score -696817.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -696859.875000 Penalty: 4545.802734 Iteration 21Q: 3 clusters Score -696859.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -696906.312500 Penalty: 4545.802734 Iteration 22Q: 3 clusters Score -696906.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -696960.875000 Penalty: 4545.802734 Iteration 23Q: 3 clusters Score -696960.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -697028.437500 Penalty: 4545.802734 Iteration 24Q: 3 clusters Score -697028.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -697092.125000 Penalty: 4545.802734 Iteration 25Q: 3 clusters Score -697092.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -697158.750000 Penalty: 4545.802734 Iteration 26Q: 3 clusters Score -697158.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -697207.375000 Penalty: 4545.802734 Iteration 27Q: 3 clusters Score -697207.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -697248.812500 Penalty: 4545.802734 Iteration 28Q: 3 clusters Score -697248.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -697283.500000 Penalty: 4545.802734 Iteration 29Q: 3 clusters Score -697283.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -697311.500000 Penalty: 4545.802734 Iteration 30Q: 3 clusters Score -697311.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -697335.187500 Penalty: 4545.802734 Iteration 31Q: 3 clusters Score -697335.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -697346.312500 Penalty: 4545.802734 Iteration 32Q: 3 clusters Score -697346.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -697354.375000 Penalty: 4545.802734 Iteration 33Q: 3 clusters Score -697354.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -697363.250000 Penalty: 4545.802734 Iteration 34Q: 3 clusters Score -697363.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -697367.250000 Penalty: 4545.802734 Iteration 35Q: 3 clusters Score -697367.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -697371.687500 Penalty: 4545.802734 Iteration 36Q: 3 clusters Score -697371.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -697375.187500 Penalty: 4545.802734 Iteration 37Q: 3 clusters Score -697375.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -697379.875000 Penalty: 4545.802734 Iteration 38Q: 3 clusters Score -697379.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -697382.562500 Penalty: 4545.802734 Iteration 39Q: 3 clusters Score -697382.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -697384.625000 Penalty: 4545.802734 Iteration 40F: 3 clusters Score -697384.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -697385.750000 Penalty: 4545.802734 Iteration 41Q: 3 clusters Score -697385.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -697388.500000 Penalty: 4545.802734 Iteration 42Q: 3 clusters Score -697388.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -697387.625000 Penalty: 4545.802734 Iteration 43Q: 3 clusters Score -697387.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -697391.062500 Penalty: 4545.802734 Iteration 44Q: 3 clusters Score -697391.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -697392.437500 Penalty: 4545.802734 Iteration 45Q: 3 clusters Score -697392.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -697394.312500 Penalty: 4545.802734 Iteration 46Q: 3 clusters Score -697394.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -697394.312500 Penalty: 4545.802734 Iteration 47Q: 3 clusters Score -697394.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -697397.000000 Penalty: 4545.802734 Iteration 48Q: 3 clusters Score -697397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -697394.812500 Penalty: 4545.802734 Iteration 49Q: 3 clusters Score -697394.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -697395.187500 Penalty: 4545.802734 Iteration 50Q: 3 clusters Score -697395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -697395.687500 Penalty: 4545.802734 Iteration 51Q: 3 clusters Score -697395.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -697395.687500 Penalty: 4545.802734 Iteration 52F: 3 clusters Score -697395.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Entering Unmasked Estep Score: -95380.695312 Penalty: 1800.957886 Iteration 0F: 2 clusters Score -95380.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -93122.554688 Penalty: 3601.915771 Iteration 0F: 3 clusters Score -93122.55 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -93499.046875 Penalty: 3601.915771 Iteration 1F: 3 clusters Score -93499.05 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -93630.820312 Penalty: 3601.915771 Iteration 2F: 3 clusters Score -93630.82 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -93708.953125 Penalty: 3601.915771 Iteration 3Q: 3 clusters Score -93708.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -93767.570312 Penalty: 3601.915771 Iteration 4Q: 3 clusters Score -93767.57 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -93835.179688 Penalty: 3601.915771 Iteration 5Q: 3 clusters Score -93835.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -93868.453125 Penalty: 3601.915771 Iteration 6Q: 3 clusters Score -93868.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -93891.234375 Penalty: 3601.915771 Iteration 7Q: 3 clusters Score -93891.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -93905.617188 Penalty: 3601.915771 Iteration 8Q: 3 clusters Score -93905.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -93919.750000 Penalty: 3601.915771 Iteration 9Q: 3 clusters Score -93919.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -93933.390625 Penalty: 3601.915771 Iteration 10Q: 3 clusters Score -93933.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -93952.421875 Penalty: 3601.915771 Iteration 11Q: 3 clusters Score -93952.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -93962.296875 Penalty: 3601.915771 Iteration 12Q: 3 clusters Score -93962.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -93979.210938 Penalty: 3601.915771 Iteration 13Q: 3 clusters Score -93979.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -93986.773438 Penalty: 3601.915771 Iteration 14Q: 3 clusters Score -93986.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -93990.382812 Penalty: 3601.915771 Iteration 15Q: 3 clusters Score -93990.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -93995.515625 Penalty: 3601.915771 Iteration 16Q: 3 clusters Score -93995.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -94004.546875 Penalty: 3601.915771 Iteration 17Q: 3 clusters Score -94004.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -94011.031250 Penalty: 3601.915771 Iteration 18Q: 3 clusters Score -94011.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -94020.554688 Penalty: 3601.915771 Iteration 19Q: 3 clusters Score -94020.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -94031.851562 Penalty: 3601.915771 Iteration 20F: 3 clusters Score -94031.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -94039.976562 Penalty: 3601.915771 Iteration 21Q: 3 clusters Score -94039.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -94048.085938 Penalty: 3601.915771 Iteration 22Q: 3 clusters Score -94048.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -94056.265625 Penalty: 3601.915771 Iteration 23Q: 3 clusters Score -94056.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -94065.914062 Penalty: 3601.915771 Iteration 24Q: 3 clusters Score -94065.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -94079.867188 Penalty: 3601.915771 Iteration 25Q: 3 clusters Score -94079.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -94087.015625 Penalty: 3601.915771 Iteration 26Q: 3 clusters Score -94087.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -94091.257812 Penalty: 3601.915771 Iteration 27Q: 3 clusters Score -94091.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -94096.031250 Penalty: 3601.915771 Iteration 28Q: 3 clusters Score -94096.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -94099.617188 Penalty: 3601.915771 Iteration 29Q: 3 clusters Score -94099.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -94103.945312 Penalty: 3601.915771 Iteration 30Q: 3 clusters Score -94103.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -94104.664062 Penalty: 3601.915771 Iteration 31Q: 3 clusters Score -94104.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -94104.664062 Penalty: 3601.915771 Iteration 32F: 3 clusters Score -94104.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Entering Unmasked Estep Score: -180318.734375 Penalty: 1934.542114 Iteration 0F: 2 clusters Score -180318.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -177395.437500 Penalty: 3869.084229 Iteration 0F: 3 clusters Score -177395.4 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -177926.125000 Penalty: 3869.084229 Iteration 1F: 3 clusters Score -177926.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -178052.265625 Penalty: 3869.084229 Iteration 2F: 3 clusters Score -178052.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -178116.687500 Penalty: 3869.084229 Iteration 3Q: 3 clusters Score -178116.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -178164.437500 Penalty: 3869.084229 Iteration 4Q: 3 clusters Score -178164.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -178195.984375 Penalty: 3869.084229 Iteration 5Q: 3 clusters Score -178196 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -178216.890625 Penalty: 3869.084229 Iteration 6Q: 3 clusters Score -178216.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -178241.125000 Penalty: 3869.084229 Iteration 7Q: 3 clusters Score -178241.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -178253.078125 Penalty: 3869.084229 Iteration 8Q: 3 clusters Score -178253.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -178259.406250 Penalty: 3869.084229 Iteration 9Q: 3 clusters Score -178259.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -178264.593750 Penalty: 3869.084229 Iteration 10Q: 3 clusters Score -178264.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -178268.250000 Penalty: 3869.084229 Iteration 11Q: 3 clusters Score -178268.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -178270.015625 Penalty: 3869.084229 Iteration 12Q: 3 clusters Score -178270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -178272.234375 Penalty: 3869.084229 Iteration 13Q: 3 clusters Score -178272.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -178276.203125 Penalty: 3869.084229 Iteration 14Q: 3 clusters Score -178276.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -178278.234375 Penalty: 3869.084229 Iteration 15Q: 3 clusters Score -178278.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -178279.734375 Penalty: 3869.084229 Iteration 16Q: 3 clusters Score -178279.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -178280.765625 Penalty: 3869.084229 Iteration 17Q: 3 clusters Score -178280.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -178281.375000 Penalty: 3869.084229 Iteration 18Q: 3 clusters Score -178281.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -178281.375000 Penalty: 3869.084229 Iteration 19F: 3 clusters Score -178281.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (57956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57956 members Entering Unmasked Estep Score: -4255727.000000 Penalty: 2719.925049 Iteration 0F: 2 clusters Score -4255727 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29095 members Mstep: Class 2 contains 28861 members Entering Unmasked Estep Score: -4216719.000000 Penalty: 5439.850098 Iteration 0F: 3 clusters Score -4216719 nChanged 27044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30355 members Mstep: Class 2 contains 27601 members Entering Unmasked Estep Score: -4231675.500000 Penalty: 5439.850098 Iteration 1F: 3 clusters Score -4231676 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31014 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -4232265.500000 Penalty: 5439.850098 Iteration 2Q: 3 clusters Score -4232266 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31940 members Mstep: Class 2 contains 26016 members Entering Unmasked Estep Score: -4232857.000000 Penalty: 5439.850098 Iteration 3Q: 3 clusters Score -4232857 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33185 members Mstep: Class 2 contains 24771 members Entering Unmasked Estep Score: -4233579.500000 Penalty: 5439.850098 Iteration 4Q: 3 clusters Score -4233580 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34832 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -4234510.500000 Penalty: 5439.850098 Iteration 5Q: 3 clusters Score -4234510 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37090 members Mstep: Class 2 contains 20866 members Entering Unmasked Estep Score: -4235882.000000 Penalty: 5439.850098 Iteration 6Q: 3 clusters Score -4235882 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40073 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -4237983.000000 Penalty: 5439.850098 Iteration 7F: 3 clusters Score -4237983 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43738 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -4240944.000000 Penalty: 5439.850098 Iteration 8F: 3 clusters Score -4240944 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47756 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -4244543.000000 Penalty: 5439.850098 Iteration 9F: 3 clusters Score -4244543 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51415 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -4247905.500000 Penalty: 5439.850098 Iteration 10F: 3 clusters Score -4247906 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54180 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -4250351.500000 Penalty: 5439.850098 Iteration 11Q: 3 clusters Score -4250352 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55865 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -4251855.500000 Penalty: 5439.850098 Iteration 12Q: 3 clusters Score -4251856 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56672 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -4252536.000000 Penalty: 5439.850098 Iteration 13Q: 3 clusters Score -4252536 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57068 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -4252887.500000 Penalty: 5439.850098 Iteration 14Q: 3 clusters Score -4252888 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57260 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -4253075.500000 Penalty: 5439.850098 Iteration 15Q: 3 clusters Score -4253076 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57349 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -4253168.000000 Penalty: 5439.850098 Iteration 16Q: 3 clusters Score -4253168 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57408 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -4253228.500000 Penalty: 5439.850098 Iteration 17Q: 3 clusters Score -4253228 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57448 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -4253275.500000 Penalty: 5439.850098 Iteration 18Q: 3 clusters Score -4253276 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57471 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -4253306.500000 Penalty: 5439.850098 Iteration 19Q: 3 clusters Score -4253306 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57491 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -4253336.500000 Penalty: 5439.850098 Iteration 20F: 3 clusters Score -4253336 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57499 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -4253349.500000 Penalty: 5439.850098 Iteration 21Q: 3 clusters Score -4253350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57504 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -4253355.000000 Penalty: 5439.850098 Iteration 22Q: 3 clusters Score -4253355 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57506 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -4253363.000000 Penalty: 5439.850098 Iteration 23Q: 3 clusters Score -4253363 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57509 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4253360.500000 Penalty: 5439.850098 Iteration 24Q: 3 clusters Score -4253360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57511 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4253362.000000 Penalty: 5439.850098 Iteration 25Q: 3 clusters Score -4253362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57512 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -4253364.500000 Penalty: 5439.850098 Iteration 26Q: 3 clusters Score -4253364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57514 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -4253366.500000 Penalty: 5439.850098 Iteration 27Q: 3 clusters Score -4253366 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57517 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -4253372.000000 Penalty: 5439.850098 Iteration 28Q: 3 clusters Score -4253372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57518 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -4253375.000000 Penalty: 5439.850098 Iteration 29Q: 3 clusters Score -4253375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57519 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -4253376.000000 Penalty: 5439.850098 Iteration 30Q: 3 clusters Score -4253376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57521 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -4253373.500000 Penalty: 5439.850098 Iteration 31Q: 3 clusters Score -4253374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57522 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4253376.000000 Penalty: 5439.850098 Iteration 32Q: 3 clusters Score -4253376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57522 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -4253377.500000 Penalty: 5439.850098 Iteration 33Q: 3 clusters Score -4253378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -4253381.000000 Penalty: 5439.850098 Iteration 34Q: 3 clusters Score -4253381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -4253382.500000 Penalty: 5439.850098 Iteration 35Q: 3 clusters Score -4253382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -4253384.000000 Penalty: 5439.850098 Iteration 36Q: 3 clusters Score -4253384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57526 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -4253388.000000 Penalty: 5439.850098 Iteration 37Q: 3 clusters Score -4253388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -4253396.500000 Penalty: 5439.850098 Iteration 38Q: 3 clusters Score -4253396 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57536 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -4253399.000000 Penalty: 5439.850098 Iteration 39Q: 3 clusters Score -4253399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57539 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -4253401.000000 Penalty: 5439.850098 Iteration 40F: 3 clusters Score -4253401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57544 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -4253407.500000 Penalty: 5439.850098 Iteration 41Q: 3 clusters Score -4253408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57545 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -4253409.000000 Penalty: 5439.850098 Iteration 42Q: 3 clusters Score -4253409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57546 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -4253405.500000 Penalty: 5439.850098 Iteration 43Q: 3 clusters Score -4253406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57546 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -4253405.500000 Penalty: 5439.850098 Iteration 44F: 3 clusters Score -4253406 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Entering Unmasked Estep Score: -434397.312500 Penalty: 2154.276611 Iteration 0F: 2 clusters Score -434397.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -429270.625000 Penalty: 4308.553223 Iteration 0F: 3 clusters Score -429270.6 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -430488.718750 Penalty: 4308.553223 Iteration 1F: 3 clusters Score -430488.7 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -430729.031250 Penalty: 4308.553223 Iteration 2F: 3 clusters Score -430729 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -430871.468750 Penalty: 4308.553223 Iteration 3Q: 3 clusters Score -430871.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -430972.375000 Penalty: 4308.553223 Iteration 4Q: 3 clusters Score -430972.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -431051.125000 Penalty: 4308.553223 Iteration 5Q: 3 clusters Score -431051.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -431116.687500 Penalty: 4308.553223 Iteration 6Q: 3 clusters Score -431116.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -431167.468750 Penalty: 4308.553223 Iteration 7Q: 3 clusters Score -431167.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -431208.250000 Penalty: 4308.553223 Iteration 8Q: 3 clusters Score -431208.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -431237.781250 Penalty: 4308.553223 Iteration 9Q: 3 clusters Score -431237.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -431258.718750 Penalty: 4308.553223 Iteration 10Q: 3 clusters Score -431258.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -431288.625000 Penalty: 4308.553223 Iteration 11Q: 3 clusters Score -431288.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -431324.968750 Penalty: 4308.553223 Iteration 12Q: 3 clusters Score -431325 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -431359.187500 Penalty: 4308.553223 Iteration 13Q: 3 clusters Score -431359.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -431400.500000 Penalty: 4308.553223 Iteration 14Q: 3 clusters Score -431400.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -431436.062500 Penalty: 4308.553223 Iteration 15Q: 3 clusters Score -431436.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -431476.156250 Penalty: 4308.553223 Iteration 16Q: 3 clusters Score -431476.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -431527.625000 Penalty: 4308.553223 Iteration 17Q: 3 clusters Score -431527.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -431599.187500 Penalty: 4308.553223 Iteration 18Q: 3 clusters Score -431599.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -431666.062500 Penalty: 4308.553223 Iteration 19Q: 3 clusters Score -431666.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -431744.375000 Penalty: 4308.553223 Iteration 20F: 3 clusters Score -431744.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -431828.906250 Penalty: 4308.553223 Iteration 21Q: 3 clusters Score -431828.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -431917.687500 Penalty: 4308.553223 Iteration 22Q: 3 clusters Score -431917.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -432005.968750 Penalty: 4308.553223 Iteration 23Q: 3 clusters Score -432006 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -432101.281250 Penalty: 4308.553223 Iteration 24Q: 3 clusters Score -432101.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -432194.218750 Penalty: 4308.553223 Iteration 25Q: 3 clusters Score -432194.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -432285.687500 Penalty: 4308.553223 Iteration 26Q: 3 clusters Score -432285.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -432346.250000 Penalty: 4308.553223 Iteration 27Q: 3 clusters Score -432346.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -432389.718750 Penalty: 4308.553223 Iteration 28Q: 3 clusters Score -432389.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -432421.781250 Penalty: 4308.553223 Iteration 29Q: 3 clusters Score -432421.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -432446.968750 Penalty: 4308.553223 Iteration 30Q: 3 clusters Score -432447 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -432465.750000 Penalty: 4308.553223 Iteration 31Q: 3 clusters Score -432465.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -432481.156250 Penalty: 4308.553223 Iteration 32Q: 3 clusters Score -432481.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -432490.750000 Penalty: 4308.553223 Iteration 33Q: 3 clusters Score -432490.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -432497.843750 Penalty: 4308.553223 Iteration 34Q: 3 clusters Score -432497.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -432502.500000 Penalty: 4308.553223 Iteration 35Q: 3 clusters Score -432502.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -432505.656250 Penalty: 4308.553223 Iteration 36Q: 3 clusters Score -432505.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -432509.312500 Penalty: 4308.553223 Iteration 37Q: 3 clusters Score -432509.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -432512.656250 Penalty: 4308.553223 Iteration 38Q: 3 clusters Score -432512.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -432514.781250 Penalty: 4308.553223 Iteration 39Q: 3 clusters Score -432514.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -432518.218750 Penalty: 4308.553223 Iteration 40F: 3 clusters Score -432518.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -432521.406250 Penalty: 4308.553223 Iteration 41Q: 3 clusters Score -432521.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -432523.781250 Penalty: 4308.553223 Iteration 42Q: 3 clusters Score -432523.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -432528.062500 Penalty: 4308.553223 Iteration 43Q: 3 clusters Score -432528.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -432529.625000 Penalty: 4308.553223 Iteration 44Q: 3 clusters Score -432529.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -432531.187500 Penalty: 4308.553223 Iteration 45Q: 3 clusters Score -432531.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -432532.437500 Penalty: 4308.553223 Iteration 46Q: 3 clusters Score -432532.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -432533.781250 Penalty: 4308.553223 Iteration 47Q: 3 clusters Score -432533.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -432533.968750 Penalty: 4308.553223 Iteration 48Q: 3 clusters Score -432534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -432533.718750 Penalty: 4308.553223 Iteration 49Q: 3 clusters Score -432533.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -432533.718750 Penalty: 4308.553223 Iteration 50F: 3 clusters Score -432533.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335297 members Mstep: Class 2 contains 5031 members Mstep: Class 3 contains 7078 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 65150 members Mstep: Class 6 contains 4881 members Mstep: Class 10 contains 8623 members Mstep: Class 11 contains 4224 members Mstep: Class 12 contains 12848 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 57956 members Mstep: Class 18 contains 5923 members Entering Unmasked Estep ConsiderDeletion Score: -35664800.000000 Penalty: 45708.597656 Iteration 79Q: 15 clusters Score -3.56648e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335318 members Mstep: Class 2 contains 5034 members Mstep: Class 3 contains 7019 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 65222 members Mstep: Class 6 contains 4891 members Mstep: Class 10 contains 8623 members Mstep: Class 11 contains 4217 members Mstep: Class 12 contains 12850 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 57917 members Mstep: Class 18 contains 5920 members Entering Unmasked Estep ConsiderDeletion Score: -35664788.000000 Penalty: 45708.597656 Iteration 80F: 15 clusters Score -3.566479e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335342 members Mstep: Class 2 contains 5038 members Mstep: Class 3 contains 6963 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 65279 members Mstep: Class 6 contains 4897 members Mstep: Class 10 contains 8622 members Mstep: Class 11 contains 4213 members Mstep: Class 12 contains 12855 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1425 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 57885 members Mstep: Class 18 contains 5917 members Entering Unmasked Estep ConsiderDeletion Score: -35664880.000000 Penalty: 45708.597656 Iteration 81Q: 15 clusters Score -3.566488e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335362 members Mstep: Class 2 contains 5044 members Mstep: Class 3 contains 6891 members Mstep: Class 4 contains 1286 members Mstep: Class 5 contains 65338 members Mstep: Class 6 contains 4900 members Mstep: Class 10 contains 8625 members Mstep: Class 11 contains 4212 members Mstep: Class 12 contains 12857 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2442 members Mstep: Class 16 contains 57865 members Mstep: Class 18 contains 5916 members Entering Unmasked Estep ConsiderDeletion Score: -35664852.000000 Penalty: 45708.597656 Iteration 82Q: 15 clusters Score -3.566485e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335390 members Mstep: Class 2 contains 5055 members Mstep: Class 3 contains 6809 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65396 members Mstep: Class 6 contains 4898 members Mstep: Class 10 contains 8632 members Mstep: Class 11 contains 4213 members Mstep: Class 12 contains 12861 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57840 members Mstep: Class 18 contains 5916 members Entering Unmasked Estep ConsiderDeletion Score: -35664904.000000 Penalty: 45708.597656 Iteration 83Q: 15 clusters Score -3.56649e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335409 members Mstep: Class 2 contains 5065 members Mstep: Class 3 contains 6737 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65446 members Mstep: Class 6 contains 4901 members Mstep: Class 10 contains 8636 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 12874 members Mstep: Class 13 contains 9555 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2445 members Mstep: Class 16 contains 57812 members Mstep: Class 18 contains 5913 members Entering Unmasked Estep ConsiderDeletion Score: -35664888.000000 Penalty: 45708.597656 Iteration 84Q: 15 clusters Score -3.566489e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335427 members Mstep: Class 2 contains 5075 members Mstep: Class 3 contains 6677 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 4906 members Mstep: Class 10 contains 8640 members Mstep: Class 11 contains 4220 members Mstep: Class 12 contains 12880 members Mstep: Class 13 contains 9556 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2444 members Mstep: Class 16 contains 57776 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664924.000000 Penalty: 45708.597656 Iteration 85Q: 15 clusters Score -3.566492e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335440 members Mstep: Class 2 contains 5084 members Mstep: Class 3 contains 6623 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65534 members Mstep: Class 6 contains 4909 members Mstep: Class 10 contains 8647 members Mstep: Class 11 contains 4220 members Mstep: Class 12 contains 12887 members Mstep: Class 13 contains 9555 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57755 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664896.000000 Penalty: 45708.597656 Iteration 86Q: 15 clusters Score -3.56649e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335439 members Mstep: Class 2 contains 5089 members Mstep: Class 3 contains 6570 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65583 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8653 members Mstep: Class 11 contains 4222 members Mstep: Class 12 contains 12891 members Mstep: Class 13 contains 9554 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57743 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664956.000000 Penalty: 45708.597656 Iteration 87Q: 15 clusters Score -3.566496e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335416 members Mstep: Class 2 contains 5096 members Mstep: Class 3 contains 6532 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65643 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8656 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57728 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664988.000000 Penalty: 45708.597656 Iteration 88Q: 15 clusters Score -3.566499e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335391 members Mstep: Class 2 contains 5104 members Mstep: Class 3 contains 6493 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65706 members Mstep: Class 6 contains 4911 members Mstep: Class 10 contains 8658 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12903 members Mstep: Class 13 contains 9552 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57713 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35665004.000000 Penalty: 45708.597656 Iteration 89Q: 15 clusters Score -3.5665e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335367 members Mstep: Class 2 contains 5111 members Mstep: Class 3 contains 6460 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65761 members Mstep: Class 6 contains 4911 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12906 members Mstep: Class 13 contains 9552 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57703 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664964.000000 Penalty: 45708.597656 Iteration 90Q: 15 clusters Score -3.566496e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335350 members Mstep: Class 2 contains 5122 members Mstep: Class 3 contains 6430 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65803 members Mstep: Class 6 contains 4911 members Mstep: Class 10 contains 8662 members Mstep: Class 11 contains 4225 members Mstep: Class 12 contains 12906 members Mstep: Class 13 contains 9552 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57693 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664900.000000 Penalty: 45708.597656 Iteration 91Q: 15 clusters Score -3.56649e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335341 members Mstep: Class 2 contains 5134 members Mstep: Class 3 contains 6400 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65837 members Mstep: Class 6 contains 4911 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4225 members Mstep: Class 12 contains 12905 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57684 members Mstep: Class 18 contains 5912 members Entering Unmasked Estep ConsiderDeletion Score: -35664948.000000 Penalty: 45708.597656 Iteration 92Q: 15 clusters Score -3.566495e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335314 members Mstep: Class 2 contains 5150 members Mstep: Class 3 contains 6385 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65871 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4225 members Mstep: Class 12 contains 12905 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57676 members Mstep: Class 18 contains 5911 members Entering Unmasked Estep ConsiderDeletion Score: -35665004.000000 Penalty: 45708.597656 Iteration 93Q: 15 clusters Score -3.5665e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335291 members Mstep: Class 2 contains 5160 members Mstep: Class 3 contains 6372 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65907 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12906 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57666 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665016.000000 Penalty: 45708.597656 Iteration 94Q: 15 clusters Score -3.566502e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335264 members Mstep: Class 2 contains 5169 members Mstep: Class 3 contains 6367 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65940 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8667 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12908 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57652 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35664980.000000 Penalty: 45708.597656 Iteration 95Q: 15 clusters Score -3.566498e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335250 members Mstep: Class 2 contains 5177 members Mstep: Class 3 contains 6360 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65967 members Mstep: Class 6 contains 4910 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12910 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57640 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35664996.000000 Penalty: 45708.597656 Iteration 96Q: 15 clusters Score -3.5665e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335241 members Mstep: Class 2 contains 5183 members Mstep: Class 3 contains 6354 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 65989 members Mstep: Class 6 contains 4909 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4224 members Mstep: Class 12 contains 12912 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57627 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665028.000000 Penalty: 45708.597656 Iteration 97Q: 15 clusters Score -3.566503e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335239 members Mstep: Class 2 contains 5189 members Mstep: Class 3 contains 6343 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66004 members Mstep: Class 6 contains 4908 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 12913 members Mstep: Class 13 contains 9554 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57615 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665004.000000 Penalty: 45708.597656 Iteration 98Q: 15 clusters Score -3.5665e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335233 members Mstep: Class 2 contains 5194 members Mstep: Class 3 contains 6336 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66021 members Mstep: Class 6 contains 4908 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4225 members Mstep: Class 12 contains 12917 members Mstep: Class 13 contains 9553 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57603 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35664988.000000 Penalty: 45708.597656 Iteration 99Q: 15 clusters Score -3.566499e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335231 members Mstep: Class 2 contains 5201 members Mstep: Class 3 contains 6329 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66037 members Mstep: Class 6 contains 4908 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4224 members Mstep: Class 12 contains 12918 members Mstep: Class 13 contains 9552 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57591 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665056.000000 Penalty: 45708.597656 Iteration 100F: 15 clusters Score -3.566506e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335217 members Mstep: Class 2 contains 5204 members Mstep: Class 3 contains 6326 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66061 members Mstep: Class 6 contains 4908 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4222 members Mstep: Class 12 contains 12920 members Mstep: Class 13 contains 9551 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57583 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665028.000000 Penalty: 45708.597656 Iteration 101Q: 15 clusters Score -3.566503e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335211 members Mstep: Class 2 contains 5206 members Mstep: Class 3 contains 6323 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66076 members Mstep: Class 6 contains 4909 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12923 members Mstep: Class 13 contains 9549 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57574 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665028.000000 Penalty: 45708.597656 Iteration 102Q: 15 clusters Score -3.566503e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335206 members Mstep: Class 2 contains 5207 members Mstep: Class 3 contains 6324 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66086 members Mstep: Class 6 contains 4911 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4222 members Mstep: Class 12 contains 12926 members Mstep: Class 13 contains 9547 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57563 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665020.000000 Penalty: 45708.597656 Iteration 103Q: 15 clusters Score -3.566502e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335200 members Mstep: Class 2 contains 5209 members Mstep: Class 3 contains 6322 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66096 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12931 members Mstep: Class 13 contains 9546 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57555 members Mstep: Class 18 contains 5910 members Entering Unmasked Estep ConsiderDeletion Score: -35665052.000000 Penalty: 45708.597656 Iteration 104Q: 15 clusters Score -3.566505e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335200 members Mstep: Class 2 contains 5212 members Mstep: Class 3 contains 6320 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66102 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12931 members Mstep: Class 13 contains 9544 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57551 members Mstep: Class 18 contains 5909 members Entering Unmasked Estep ConsiderDeletion Score: -35665028.000000 Penalty: 45708.597656 Iteration 105Q: 15 clusters Score -3.566503e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335198 members Mstep: Class 2 contains 5214 members Mstep: Class 3 contains 6317 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66108 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12933 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57546 members Mstep: Class 18 contains 5909 members Entering Unmasked Estep ConsiderDeletion Score: -35665036.000000 Penalty: 45708.597656 Iteration 106Q: 15 clusters Score -3.566504e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335191 members Mstep: Class 2 contains 5217 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66118 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12935 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57540 members Mstep: Class 18 contains 5909 members Entering Unmasked Estep ConsiderDeletion Score: -35665056.000000 Penalty: 45708.597656 Iteration 107Q: 15 clusters Score -3.566506e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335188 members Mstep: Class 2 contains 5220 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66125 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12936 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57535 members Mstep: Class 18 contains 5909 members Entering Unmasked Estep ConsiderDeletion Score: -35665064.000000 Penalty: 45708.597656 Iteration 108Q: 15 clusters Score -3.566506e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335182 members Mstep: Class 2 contains 5222 members Mstep: Class 3 contains 6311 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66137 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 4220 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57528 members Mstep: Class 18 contains 5909 members Entering Unmasked Estep ConsiderDeletion Score: -35665040.000000 Penalty: 45708.597656 Iteration 109Q: 15 clusters Score -3.566504e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335173 members Mstep: Class 2 contains 5226 members Mstep: Class 3 contains 6311 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66144 members Mstep: Class 6 contains 4912 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4222 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57525 members Mstep: Class 18 contains 5908 members Entering Unmasked Estep ConsiderDeletion Score: -35665052.000000 Penalty: 45708.597656 Iteration 110Q: 15 clusters Score -3.566505e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335169 members Mstep: Class 2 contains 5232 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66150 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4220 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57521 members Mstep: Class 18 contains 5906 members Entering Unmasked Estep ConsiderDeletion Score: -35665064.000000 Penalty: 45708.597656 Iteration 111Q: 15 clusters Score -3.566506e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335167 members Mstep: Class 2 contains 5237 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66163 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8665 members Mstep: Class 11 contains 4217 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57512 members Mstep: Class 18 contains 5903 members Entering Unmasked Estep ConsiderDeletion Score: -35665072.000000 Penalty: 45708.597656 Iteration 112Q: 15 clusters Score -3.566507e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335162 members Mstep: Class 2 contains 5247 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66168 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4217 members Mstep: Class 12 contains 12936 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57507 members Mstep: Class 18 contains 5900 members Entering Unmasked Estep ConsiderDeletion Score: -35665060.000000 Penalty: 45708.597656 Iteration 113Q: 15 clusters Score -3.566506e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335155 members Mstep: Class 2 contains 5257 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66177 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12936 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57502 members Mstep: Class 18 contains 5895 members Entering Unmasked Estep ConsiderDeletion Score: -35665084.000000 Penalty: 45708.597656 Iteration 114Q: 15 clusters Score -3.566508e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335144 members Mstep: Class 2 contains 5267 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66189 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57495 members Mstep: Class 18 contains 5889 members Entering Unmasked Estep ConsiderDeletion Score: -35665048.000000 Penalty: 45708.597656 Iteration 115Q: 15 clusters Score -3.566505e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335136 members Mstep: Class 2 contains 5277 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66194 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57492 members Mstep: Class 18 contains 5885 members Entering Unmasked Estep ConsiderDeletion Score: -35665048.000000 Penalty: 45708.597656 Iteration 116Q: 15 clusters Score -3.566505e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335131 members Mstep: Class 2 contains 5284 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66200 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12937 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57489 members Mstep: Class 18 contains 5881 members Entering Unmasked Estep ConsiderDeletion Score: -35665052.000000 Penalty: 45708.597656 Iteration 117Q: 15 clusters Score -3.566505e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335126 members Mstep: Class 2 contains 5293 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66205 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57486 members Mstep: Class 18 contains 5874 members Entering Unmasked Estep ConsiderDeletion Score: -35665064.000000 Penalty: 45708.597656 Iteration 118Q: 15 clusters Score -3.566506e+07 nChanged 30 Entering ConstructFrom: Score: -35665064.000000 Penalty: 45708.597656 Entering ConstructFrom: Trying to split cluster 1 (335118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335118 members Entering Unmasked Estep Score: -23116694.000000 Penalty: 3155.114990 Iteration 0F: 2 clusters Score -2.311669e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166811 members Mstep: Class 2 contains 168307 members Entering Unmasked Estep Score: -22891072.000000 Penalty: 6310.229980 Iteration 0F: 3 clusters Score -2.289107e+07 nChanged 162351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150364 members Mstep: Class 2 contains 184754 members Entering Unmasked Estep Score: -22989096.000000 Penalty: 6310.229980 Iteration 1F: 3 clusters Score -2.29891e+07 nChanged 13226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139312 members Mstep: Class 2 contains 195806 members Entering Unmasked Estep Score: -22993942.000000 Penalty: 6310.229980 Iteration 2Q: 3 clusters Score -2.299394e+07 nChanged 18375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122153 members Mstep: Class 2 contains 212965 members Entering Unmasked Estep Score: -23003566.000000 Penalty: 6310.229980 Iteration 3F: 3 clusters Score -2.300357e+07 nChanged 25114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97611 members Mstep: Class 2 contains 237507 members Entering Unmasked Estep Score: -23020960.000000 Penalty: 6310.229980 Iteration 4F: 3 clusters Score -2.302096e+07 nChanged 30754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67019 members Mstep: Class 2 contains 268099 members Entering Unmasked Estep Score: -23047880.000000 Penalty: 6310.229980 Iteration 5F: 3 clusters Score -2.304788e+07 nChanged 30390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36665 members Mstep: Class 2 contains 298453 members Entering Unmasked Estep Score: -23077938.000000 Penalty: 6310.229980 Iteration 6F: 3 clusters Score -2.307794e+07 nChanged 21601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15068 members Mstep: Class 2 contains 320050 members Entering Unmasked Estep Score: -23099608.000000 Penalty: 6310.229980 Iteration 7F: 3 clusters Score -2.309961e+07 nChanged 10333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 330383 members Entering Unmasked Estep Score: -23109778.000000 Penalty: 6310.229980 Iteration 8Q: 3 clusters Score -2.310978e+07 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 333773 members Entering Unmasked Estep Score: -23112922.000000 Penalty: 6310.229980 Iteration 9Q: 3 clusters Score -2.311292e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 334587 members Entering Unmasked Estep Score: -23113608.000000 Penalty: 6310.229980 Iteration 10Q: 3 clusters Score -2.311361e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 334760 members Entering Unmasked Estep Score: -23113836.000000 Penalty: 6310.229980 Iteration 11Q: 3 clusters Score -2.311384e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 334809 members Entering Unmasked Estep Score: -23113920.000000 Penalty: 6310.229980 Iteration 12Q: 3 clusters Score -2.311392e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 334834 members Entering Unmasked Estep Score: -23113952.000000 Penalty: 6310.229980 Iteration 13Q: 3 clusters Score -2.311395e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 334838 members Entering Unmasked Estep Score: -23114000.000000 Penalty: 6310.229980 Iteration 14Q: 3 clusters Score -2.3114e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 334844 members Entering Unmasked Estep Score: -23114002.000000 Penalty: 6310.229980 Iteration 15Q: 3 clusters Score -2.3114e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 334848 members Entering Unmasked Estep Score: -23114008.000000 Penalty: 6310.229980 Iteration 16Q: 3 clusters Score -2.311401e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 334849 members Entering Unmasked Estep Score: -23114020.000000 Penalty: 6310.229980 Iteration 17Q: 3 clusters Score -2.311402e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 334849 members Entering Unmasked Estep Score: -23114004.000000 Penalty: 6310.229980 Iteration 18Q: 3 clusters Score -2.3114e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 334849 members Entering Unmasked Estep Score: -23114004.000000 Penalty: 6310.229980 Iteration 19F: 3 clusters Score -2.3114e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Entering Unmasked Estep Score: -351057.812500 Penalty: 2126.574219 Iteration 0F: 2 clusters Score -351057.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -346350.968750 Penalty: 4253.148438 Iteration 0F: 3 clusters Score -346351 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -347532.593750 Penalty: 4253.148438 Iteration 1F: 3 clusters Score -347532.6 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -347882.531250 Penalty: 4253.148438 Iteration 2F: 3 clusters Score -347882.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -348217.625000 Penalty: 4253.148438 Iteration 3F: 3 clusters Score -348217.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -348490.000000 Penalty: 4253.148438 Iteration 4F: 3 clusters Score -348490 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -348716.406250 Penalty: 4253.148438 Iteration 5F: 3 clusters Score -348716.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -348882.937500 Penalty: 4253.148438 Iteration 6Q: 3 clusters Score -348882.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -349007.187500 Penalty: 4253.148438 Iteration 7Q: 3 clusters Score -349007.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -349118.437500 Penalty: 4253.148438 Iteration 8Q: 3 clusters Score -349118.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -349205.406250 Penalty: 4253.148438 Iteration 9Q: 3 clusters Score -349205.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -349278.437500 Penalty: 4253.148438 Iteration 10Q: 3 clusters Score -349278.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -349338.218750 Penalty: 4253.148438 Iteration 11Q: 3 clusters Score -349338.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -349374.875000 Penalty: 4253.148438 Iteration 12Q: 3 clusters Score -349374.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -349403.593750 Penalty: 4253.148438 Iteration 13Q: 3 clusters Score -349403.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -349426.562500 Penalty: 4253.148438 Iteration 14Q: 3 clusters Score -349426.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -349450.843750 Penalty: 4253.148438 Iteration 15Q: 3 clusters Score -349450.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -349467.187500 Penalty: 4253.148438 Iteration 16Q: 3 clusters Score -349467.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -349483.625000 Penalty: 4253.148438 Iteration 17Q: 3 clusters Score -349483.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -349506.375000 Penalty: 4253.148438 Iteration 18Q: 3 clusters Score -349506.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -349527.750000 Penalty: 4253.148438 Iteration 19Q: 3 clusters Score -349527.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -349540.718750 Penalty: 4253.148438 Iteration 20F: 3 clusters Score -349540.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -349553.781250 Penalty: 4253.148438 Iteration 21Q: 3 clusters Score -349553.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -349574.062500 Penalty: 4253.148438 Iteration 22Q: 3 clusters Score -349574.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -349588.031250 Penalty: 4253.148438 Iteration 23Q: 3 clusters Score -349588 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -349597.156250 Penalty: 4253.148438 Iteration 24Q: 3 clusters Score -349597.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -349603.218750 Penalty: 4253.148438 Iteration 25Q: 3 clusters Score -349603.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -349610.375000 Penalty: 4253.148438 Iteration 26Q: 3 clusters Score -349610.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -349617.875000 Penalty: 4253.148438 Iteration 27Q: 3 clusters Score -349617.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -349623.437500 Penalty: 4253.148438 Iteration 28Q: 3 clusters Score -349623.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -349627.281250 Penalty: 4253.148438 Iteration 29Q: 3 clusters Score -349627.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -349629.468750 Penalty: 4253.148438 Iteration 30Q: 3 clusters Score -349629.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -349631.531250 Penalty: 4253.148438 Iteration 31Q: 3 clusters Score -349631.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -349632.281250 Penalty: 4253.148438 Iteration 32Q: 3 clusters Score -349632.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -349632.281250 Penalty: 4253.148438 Iteration 33F: 3 clusters Score -349632.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Entering Unmasked Estep Score: -466556.500000 Penalty: 2169.973145 Iteration 0F: 2 clusters Score -466556.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -461219.937500 Penalty: 4339.946289 Iteration 0F: 3 clusters Score -461219.9 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -462584.562500 Penalty: 4339.946289 Iteration 1F: 3 clusters Score -462584.6 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -462784.625000 Penalty: 4339.946289 Iteration 2F: 3 clusters Score -462784.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -462909.281250 Penalty: 4339.946289 Iteration 3Q: 3 clusters Score -462909.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -462982.125000 Penalty: 4339.946289 Iteration 4Q: 3 clusters Score -462982.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -463043.906250 Penalty: 4339.946289 Iteration 5Q: 3 clusters Score -463043.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -463090.125000 Penalty: 4339.946289 Iteration 6Q: 3 clusters Score -463090.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -463132.593750 Penalty: 4339.946289 Iteration 7Q: 3 clusters Score -463132.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -463166.968750 Penalty: 4339.946289 Iteration 8Q: 3 clusters Score -463167 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -463195.343750 Penalty: 4339.946289 Iteration 9Q: 3 clusters Score -463195.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -463229.718750 Penalty: 4339.946289 Iteration 10Q: 3 clusters Score -463229.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -463272.656250 Penalty: 4339.946289 Iteration 11Q: 3 clusters Score -463272.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -463310.906250 Penalty: 4339.946289 Iteration 12Q: 3 clusters Score -463310.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -463349.218750 Penalty: 4339.946289 Iteration 13Q: 3 clusters Score -463349.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -463390.750000 Penalty: 4339.946289 Iteration 14Q: 3 clusters Score -463390.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -463423.718750 Penalty: 4339.946289 Iteration 15Q: 3 clusters Score -463423.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -463462.593750 Penalty: 4339.946289 Iteration 16Q: 3 clusters Score -463462.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -463506.562500 Penalty: 4339.946289 Iteration 17Q: 3 clusters Score -463506.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -463557.343750 Penalty: 4339.946289 Iteration 18Q: 3 clusters Score -463557.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -463614.625000 Penalty: 4339.946289 Iteration 19Q: 3 clusters Score -463614.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -463682.437500 Penalty: 4339.946289 Iteration 20F: 3 clusters Score -463682.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -463764.031250 Penalty: 4339.946289 Iteration 21Q: 3 clusters Score -463764 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -463862.937500 Penalty: 4339.946289 Iteration 22Q: 3 clusters Score -463862.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -463946.000000 Penalty: 4339.946289 Iteration 23Q: 3 clusters Score -463946 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -464031.906250 Penalty: 4339.946289 Iteration 24Q: 3 clusters Score -464031.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -464126.812500 Penalty: 4339.946289 Iteration 25Q: 3 clusters Score -464126.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -464203.218750 Penalty: 4339.946289 Iteration 26Q: 3 clusters Score -464203.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -464287.750000 Penalty: 4339.946289 Iteration 27Q: 3 clusters Score -464287.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -464376.687500 Penalty: 4339.946289 Iteration 28Q: 3 clusters Score -464376.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -464445.625000 Penalty: 4339.946289 Iteration 29Q: 3 clusters Score -464445.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -464488.062500 Penalty: 4339.946289 Iteration 30Q: 3 clusters Score -464488.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -464523.000000 Penalty: 4339.946289 Iteration 31Q: 3 clusters Score -464523 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -464545.906250 Penalty: 4339.946289 Iteration 32Q: 3 clusters Score -464545.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -464561.562500 Penalty: 4339.946289 Iteration 33Q: 3 clusters Score -464561.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -464579.500000 Penalty: 4339.946289 Iteration 34Q: 3 clusters Score -464579.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -464592.468750 Penalty: 4339.946289 Iteration 35Q: 3 clusters Score -464592.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -464608.625000 Penalty: 4339.946289 Iteration 36Q: 3 clusters Score -464608.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -464622.968750 Penalty: 4339.946289 Iteration 37Q: 3 clusters Score -464623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -464636.468750 Penalty: 4339.946289 Iteration 38Q: 3 clusters Score -464636.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -464648.406250 Penalty: 4339.946289 Iteration 39Q: 3 clusters Score -464648.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -464656.625000 Penalty: 4339.946289 Iteration 40F: 3 clusters Score -464656.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -464661.843750 Penalty: 4339.946289 Iteration 41Q: 3 clusters Score -464661.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -464666.281250 Penalty: 4339.946289 Iteration 42Q: 3 clusters Score -464666.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -464668.000000 Penalty: 4339.946289 Iteration 43Q: 3 clusters Score -464668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -464671.968750 Penalty: 4339.946289 Iteration 44Q: 3 clusters Score -464672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -464673.375000 Penalty: 4339.946289 Iteration 45Q: 3 clusters Score -464673.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -464676.687500 Penalty: 4339.946289 Iteration 46Q: 3 clusters Score -464676.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -464677.968750 Penalty: 4339.946289 Iteration 47Q: 3 clusters Score -464678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -464677.968750 Penalty: 4339.946289 Iteration 48F: 3 clusters Score -464678 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Entering Unmasked Estep Score: -82361.914062 Penalty: 1775.311523 Iteration 0F: 2 clusters Score -82361.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -80237.406250 Penalty: 3550.623047 Iteration 0F: 3 clusters Score -80237.41 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -80545.257812 Penalty: 3550.623047 Iteration 1F: 3 clusters Score -80545.26 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -80629.554688 Penalty: 3550.623047 Iteration 2F: 3 clusters Score -80629.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -80683.117188 Penalty: 3550.623047 Iteration 3Q: 3 clusters Score -80683.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -80721.992188 Penalty: 3550.623047 Iteration 4Q: 3 clusters Score -80721.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -80755.625000 Penalty: 3550.623047 Iteration 5Q: 3 clusters Score -80755.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -80789.750000 Penalty: 3550.623047 Iteration 6Q: 3 clusters Score -80789.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -80822.929688 Penalty: 3550.623047 Iteration 7Q: 3 clusters Score -80822.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -80858.054688 Penalty: 3550.623047 Iteration 8Q: 3 clusters Score -80858.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -80902.570312 Penalty: 3550.623047 Iteration 9Q: 3 clusters Score -80902.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -80982.539062 Penalty: 3550.623047 Iteration 10Q: 3 clusters Score -80982.54 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -81062.882812 Penalty: 3550.623047 Iteration 11Q: 3 clusters Score -81062.88 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -81119.210938 Penalty: 3550.623047 Iteration 12Q: 3 clusters Score -81119.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -81164.421875 Penalty: 3550.623047 Iteration 13Q: 3 clusters Score -81164.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -81226.039062 Penalty: 3550.623047 Iteration 14Q: 3 clusters Score -81226.04 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -81280.007812 Penalty: 3550.623047 Iteration 15Q: 3 clusters Score -81280.01 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -81317.742188 Penalty: 3550.623047 Iteration 16Q: 3 clusters Score -81317.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -81335.085938 Penalty: 3550.623047 Iteration 17Q: 3 clusters Score -81335.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -81357.265625 Penalty: 3550.623047 Iteration 18Q: 3 clusters Score -81357.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -81374.835938 Penalty: 3550.623047 Iteration 19Q: 3 clusters Score -81374.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -81390.976562 Penalty: 3550.623047 Iteration 20F: 3 clusters Score -81390.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -81412.218750 Penalty: 3550.623047 Iteration 21Q: 3 clusters Score -81412.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -81419.554688 Penalty: 3550.623047 Iteration 22Q: 3 clusters Score -81419.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -81425.015625 Penalty: 3550.623047 Iteration 23Q: 3 clusters Score -81425.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -81428.328125 Penalty: 3550.623047 Iteration 24Q: 3 clusters Score -81428.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -81440.851562 Penalty: 3550.623047 Iteration 25Q: 3 clusters Score -81440.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -81450.843750 Penalty: 3550.623047 Iteration 26Q: 3 clusters Score -81450.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -81455.101562 Penalty: 3550.623047 Iteration 27Q: 3 clusters Score -81455.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -81456.539062 Penalty: 3550.623047 Iteration 28Q: 3 clusters Score -81456.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -81457.960938 Penalty: 3550.623047 Iteration 29Q: 3 clusters Score -81457.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -81459.617188 Penalty: 3550.623047 Iteration 30Q: 3 clusters Score -81459.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -81460.468750 Penalty: 3550.623047 Iteration 31Q: 3 clusters Score -81460.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -81461.734375 Penalty: 3550.623047 Iteration 32Q: 3 clusters Score -81461.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -81461.734375 Penalty: 3550.623047 Iteration 33F: 3 clusters Score -81461.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66218 members Entering Unmasked Estep Score: -4544910.000000 Penalty: 2752.975586 Iteration 0F: 2 clusters Score -4544910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33125 members Mstep: Class 2 contains 33093 members Entering Unmasked Estep Score: -4500709.500000 Penalty: 5505.951172 Iteration 0F: 3 clusters Score -4500710 nChanged 30779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33300 members Mstep: Class 2 contains 32918 members Entering Unmasked Estep Score: -4518191.000000 Penalty: 5505.951172 Iteration 1F: 3 clusters Score -4518191 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33363 members Mstep: Class 2 contains 32855 members Entering Unmasked Estep Score: -4518864.500000 Penalty: 5505.951172 Iteration 2Q: 3 clusters Score -4518864 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33435 members Mstep: Class 2 contains 32783 members Entering Unmasked Estep Score: -4519552.000000 Penalty: 5505.951172 Iteration 3Q: 3 clusters Score -4519552 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33457 members Mstep: Class 2 contains 32761 members Entering Unmasked Estep Score: -4520297.000000 Penalty: 5505.951172 Iteration 4Q: 3 clusters Score -4520297 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33495 members Mstep: Class 2 contains 32723 members Entering Unmasked Estep Score: -4521147.000000 Penalty: 5505.951172 Iteration 5Q: 3 clusters Score -4521147 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33504 members Mstep: Class 2 contains 32714 members Entering Unmasked Estep Score: -4522172.000000 Penalty: 5505.951172 Iteration 6Q: 3 clusters Score -4522172 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -4523309.500000 Penalty: 5505.951172 Iteration 7Q: 3 clusters Score -4523310 nChanged 2994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33818 members Mstep: Class 2 contains 32400 members Entering Unmasked Estep Score: -4524810.000000 Penalty: 5505.951172 Iteration 8Q: 3 clusters Score -4524810 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34225 members Mstep: Class 2 contains 31993 members Entering Unmasked Estep Score: -4526573.500000 Penalty: 5505.951172 Iteration 9Q: 3 clusters Score -4526574 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34987 members Mstep: Class 2 contains 31231 members Entering Unmasked Estep Score: -4528371.500000 Penalty: 5505.951172 Iteration 10Q: 3 clusters Score -4528372 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36048 members Mstep: Class 2 contains 30170 members Entering Unmasked Estep Score: -4529873.000000 Penalty: 5505.951172 Iteration 11Q: 3 clusters Score -4529873 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37337 members Mstep: Class 2 contains 28881 members Entering Unmasked Estep Score: -4530940.500000 Penalty: 5505.951172 Iteration 12Q: 3 clusters Score -4530940 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38830 members Mstep: Class 2 contains 27388 members Entering Unmasked Estep Score: -4531733.500000 Penalty: 5505.951172 Iteration 13Q: 3 clusters Score -4531734 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40380 members Mstep: Class 2 contains 25838 members Entering Unmasked Estep Score: -4532373.500000 Penalty: 5505.951172 Iteration 14Q: 3 clusters Score -4532374 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41972 members Mstep: Class 2 contains 24246 members Entering Unmasked Estep Score: -4532981.500000 Penalty: 5505.951172 Iteration 15Q: 3 clusters Score -4532982 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43566 members Mstep: Class 2 contains 22652 members Entering Unmasked Estep Score: -4533573.500000 Penalty: 5505.951172 Iteration 16Q: 3 clusters Score -4533574 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45191 members Mstep: Class 2 contains 21027 members Entering Unmasked Estep Score: -4534192.500000 Penalty: 5505.951172 Iteration 17Q: 3 clusters Score -4534192 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46769 members Mstep: Class 2 contains 19449 members Entering Unmasked Estep Score: -4534765.500000 Penalty: 5505.951172 Iteration 18Q: 3 clusters Score -4534766 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48361 members Mstep: Class 2 contains 17857 members Entering Unmasked Estep Score: -4535390.000000 Penalty: 5505.951172 Iteration 19Q: 3 clusters Score -4535390 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49937 members Mstep: Class 2 contains 16281 members Entering Unmasked Estep Score: -4536016.500000 Penalty: 5505.951172 Iteration 20F: 3 clusters Score -4536016 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51455 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -4536619.500000 Penalty: 5505.951172 Iteration 21Q: 3 clusters Score -4536620 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52956 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -4537247.000000 Penalty: 5505.951172 Iteration 22Q: 3 clusters Score -4537247 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54374 members Mstep: Class 2 contains 11844 members Entering Unmasked Estep Score: -4537849.000000 Penalty: 5505.951172 Iteration 23Q: 3 clusters Score -4537849 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55727 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -4538425.000000 Penalty: 5505.951172 Iteration 24Q: 3 clusters Score -4538425 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56963 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -4538997.500000 Penalty: 5505.951172 Iteration 25Q: 3 clusters Score -4538998 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58102 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -4539506.000000 Penalty: 5505.951172 Iteration 26Q: 3 clusters Score -4539506 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59105 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -4539937.000000 Penalty: 5505.951172 Iteration 27Q: 3 clusters Score -4539937 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59998 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -4540357.000000 Penalty: 5505.951172 Iteration 28Q: 3 clusters Score -4540357 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60820 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -4540685.000000 Penalty: 5505.951172 Iteration 29Q: 3 clusters Score -4540685 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61513 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -4541004.500000 Penalty: 5505.951172 Iteration 30Q: 3 clusters Score -4541004 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62091 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -4541277.000000 Penalty: 5505.951172 Iteration 31Q: 3 clusters Score -4541277 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62585 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -4541496.500000 Penalty: 5505.951172 Iteration 32Q: 3 clusters Score -4541496 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62982 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -4541667.500000 Penalty: 5505.951172 Iteration 33Q: 3 clusters Score -4541668 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63322 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -4541804.000000 Penalty: 5505.951172 Iteration 34Q: 3 clusters Score -4541804 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63616 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -4541925.000000 Penalty: 5505.951172 Iteration 35Q: 3 clusters Score -4541925 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63865 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -4542015.500000 Penalty: 5505.951172 Iteration 36Q: 3 clusters Score -4542016 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64078 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -4542092.500000 Penalty: 5505.951172 Iteration 37Q: 3 clusters Score -4542092 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64264 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -4542184.000000 Penalty: 5505.951172 Iteration 38Q: 3 clusters Score -4542184 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64430 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -4542245.000000 Penalty: 5505.951172 Iteration 39Q: 3 clusters Score -4542245 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64553 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -4542317.000000 Penalty: 5505.951172 Iteration 40F: 3 clusters Score -4542317 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64644 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -4542345.500000 Penalty: 5505.951172 Iteration 41Q: 3 clusters Score -4542346 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64725 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -4542390.000000 Penalty: 5505.951172 Iteration 42Q: 3 clusters Score -4542390 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64780 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -4542402.000000 Penalty: 5505.951172 Iteration 43Q: 3 clusters Score -4542402 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64823 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -4542417.000000 Penalty: 5505.951172 Iteration 44Q: 3 clusters Score -4542417 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64866 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -4542430.000000 Penalty: 5505.951172 Iteration 45Q: 3 clusters Score -4542430 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64907 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -4542453.500000 Penalty: 5505.951172 Iteration 46Q: 3 clusters Score -4542454 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64939 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -4542472.000000 Penalty: 5505.951172 Iteration 47Q: 3 clusters Score -4542472 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64975 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -4542477.000000 Penalty: 5505.951172 Iteration 48Q: 3 clusters Score -4542477 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65003 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -4542487.000000 Penalty: 5505.951172 Iteration 49Q: 3 clusters Score -4542487 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65024 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -4542492.000000 Penalty: 5505.951172 Iteration 50Q: 3 clusters Score -4542492 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65046 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -4542501.500000 Penalty: 5505.951172 Iteration 51Q: 3 clusters Score -4542502 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65063 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -4542509.000000 Penalty: 5505.951172 Iteration 52Q: 3 clusters Score -4542509 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65079 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -4542514.500000 Penalty: 5505.951172 Iteration 53Q: 3 clusters Score -4542514 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65097 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -4542525.500000 Penalty: 5505.951172 Iteration 54Q: 3 clusters Score -4542526 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65113 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4542532.500000 Penalty: 5505.951172 Iteration 55Q: 3 clusters Score -4542532 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65127 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -4542534.500000 Penalty: 5505.951172 Iteration 56Q: 3 clusters Score -4542534 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65137 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -4542532.500000 Penalty: 5505.951172 Iteration 57Q: 3 clusters Score -4542532 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65149 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -4542542.000000 Penalty: 5505.951172 Iteration 58Q: 3 clusters Score -4542542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65158 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -4542543.000000 Penalty: 5505.951172 Iteration 59Q: 3 clusters Score -4542543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65165 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -4542552.000000 Penalty: 5505.951172 Iteration 60F: 3 clusters Score -4542552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65169 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -4542550.500000 Penalty: 5505.951172 Iteration 61Q: 3 clusters Score -4542550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65173 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -4542554.500000 Penalty: 5505.951172 Iteration 62Q: 3 clusters Score -4542554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65177 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -4542553.000000 Penalty: 5505.951172 Iteration 63Q: 3 clusters Score -4542553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65180 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -4542568.000000 Penalty: 5505.951172 Iteration 64Q: 3 clusters Score -4542568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65182 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -4542564.000000 Penalty: 5505.951172 Iteration 65Q: 3 clusters Score -4542564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65186 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -4542562.500000 Penalty: 5505.951172 Iteration 66Q: 3 clusters Score -4542562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65190 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -4542563.000000 Penalty: 5505.951172 Iteration 67Q: 3 clusters Score -4542563 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65191 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -4542563.500000 Penalty: 5505.951172 Iteration 68Q: 3 clusters Score -4542564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65192 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -4542565.000000 Penalty: 5505.951172 Iteration 69Q: 3 clusters Score -4542565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65196 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -4542565.000000 Penalty: 5505.951172 Iteration 70Q: 3 clusters Score -4542565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65197 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -4542564.500000 Penalty: 5505.951172 Iteration 71Q: 3 clusters Score -4542564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65202 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -4542564.500000 Penalty: 5505.951172 Iteration 72Q: 3 clusters Score -4542564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65208 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -4542569.000000 Penalty: 5505.951172 Iteration 73Q: 3 clusters Score -4542569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65210 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -4542574.000000 Penalty: 5505.951172 Iteration 74Q: 3 clusters Score -4542574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65211 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -4542572.000000 Penalty: 5505.951172 Iteration 75Q: 3 clusters Score -4542572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65212 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -4542573.000000 Penalty: 5505.951172 Iteration 76Q: 3 clusters Score -4542573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65214 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -4542569.000000 Penalty: 5505.951172 Iteration 77Q: 3 clusters Score -4542569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65217 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -4542568.000000 Penalty: 5505.951172 Iteration 78Q: 3 clusters Score -4542568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65219 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -4542568.500000 Penalty: 5505.951172 Iteration 79Q: 3 clusters Score -4542568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65223 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -4542573.500000 Penalty: 5505.951172 Iteration 80F: 3 clusters Score -4542574 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65228 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4542572.000000 Penalty: 5505.951172 Iteration 81Q: 3 clusters Score -4542572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65232 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -4542571.500000 Penalty: 5505.951172 Iteration 82Q: 3 clusters Score -4542572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65234 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -4542571.500000 Penalty: 5505.951172 Iteration 83Q: 3 clusters Score -4542572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65234 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -4542571.500000 Penalty: 5505.951172 Iteration 84F: 3 clusters Score -4542572 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -362505.656250 Penalty: 2107.910889 Iteration 0F: 2 clusters Score -362505.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -357968.781250 Penalty: 4215.821777 Iteration 0F: 3 clusters Score -357968.8 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -359018.875000 Penalty: 4215.821777 Iteration 1F: 3 clusters Score -359018.9 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -359252.593750 Penalty: 4215.821777 Iteration 2F: 3 clusters Score -359252.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -359378.281250 Penalty: 4215.821777 Iteration 3F: 3 clusters Score -359378.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -359462.093750 Penalty: 4215.821777 Iteration 4Q: 3 clusters Score -359462.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -359542.625000 Penalty: 4215.821777 Iteration 5Q: 3 clusters Score -359542.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -359610.406250 Penalty: 4215.821777 Iteration 6Q: 3 clusters Score -359610.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -359667.531250 Penalty: 4215.821777 Iteration 7Q: 3 clusters Score -359667.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -359711.531250 Penalty: 4215.821777 Iteration 8Q: 3 clusters Score -359711.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -359765.625000 Penalty: 4215.821777 Iteration 9Q: 3 clusters Score -359765.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -359831.406250 Penalty: 4215.821777 Iteration 10Q: 3 clusters Score -359831.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -359902.656250 Penalty: 4215.821777 Iteration 11Q: 3 clusters Score -359902.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -359988.437500 Penalty: 4215.821777 Iteration 12Q: 3 clusters Score -359988.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -360068.312500 Penalty: 4215.821777 Iteration 13Q: 3 clusters Score -360068.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -360143.062500 Penalty: 4215.821777 Iteration 14Q: 3 clusters Score -360143.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -360234.468750 Penalty: 4215.821777 Iteration 15Q: 3 clusters Score -360234.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -360349.281250 Penalty: 4215.821777 Iteration 16Q: 3 clusters Score -360349.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -360442.187500 Penalty: 4215.821777 Iteration 17Q: 3 clusters Score -360442.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -360523.781250 Penalty: 4215.821777 Iteration 18Q: 3 clusters Score -360523.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -360599.187500 Penalty: 4215.821777 Iteration 19Q: 3 clusters Score -360599.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -360657.343750 Penalty: 4215.821777 Iteration 20F: 3 clusters Score -360657.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -360701.531250 Penalty: 4215.821777 Iteration 21Q: 3 clusters Score -360701.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -360736.156250 Penalty: 4215.821777 Iteration 22Q: 3 clusters Score -360736.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -360754.000000 Penalty: 4215.821777 Iteration 23Q: 3 clusters Score -360754 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -360770.906250 Penalty: 4215.821777 Iteration 24Q: 3 clusters Score -360770.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -360780.187500 Penalty: 4215.821777 Iteration 25Q: 3 clusters Score -360780.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -360789.687500 Penalty: 4215.821777 Iteration 26Q: 3 clusters Score -360789.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -360798.000000 Penalty: 4215.821777 Iteration 27Q: 3 clusters Score -360798 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -360805.562500 Penalty: 4215.821777 Iteration 28Q: 3 clusters Score -360805.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -360814.812500 Penalty: 4215.821777 Iteration 29Q: 3 clusters Score -360814.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -360821.500000 Penalty: 4215.821777 Iteration 30Q: 3 clusters Score -360821.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -360826.781250 Penalty: 4215.821777 Iteration 31Q: 3 clusters Score -360826.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -360831.062500 Penalty: 4215.821777 Iteration 32Q: 3 clusters Score -360831.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -360835.875000 Penalty: 4215.821777 Iteration 33Q: 3 clusters Score -360835.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -360839.031250 Penalty: 4215.821777 Iteration 34Q: 3 clusters Score -360839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -360839.437500 Penalty: 4215.821777 Iteration 35Q: 3 clusters Score -360839.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -360839.968750 Penalty: 4215.821777 Iteration 36Q: 3 clusters Score -360840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -360840.437500 Penalty: 4215.821777 Iteration 37Q: 3 clusters Score -360840.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -360840.437500 Penalty: 4215.821777 Iteration 38F: 3 clusters Score -360840.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Entering Unmasked Estep Score: -602499.000000 Penalty: 2248.599121 Iteration 0F: 2 clusters Score -602499 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -595683.312500 Penalty: 4497.198242 Iteration 0F: 3 clusters Score -595683.3 nChanged 3549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -597609.312500 Penalty: 4497.198242 Iteration 1F: 3 clusters Score -597609.3 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -597842.750000 Penalty: 4497.198242 Iteration 2F: 3 clusters Score -597842.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -598009.000000 Penalty: 4497.198242 Iteration 3Q: 3 clusters Score -598009 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -598162.000000 Penalty: 4497.198242 Iteration 4Q: 3 clusters Score -598162 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -598308.750000 Penalty: 4497.198242 Iteration 5Q: 3 clusters Score -598308.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -598489.437500 Penalty: 4497.198242 Iteration 6Q: 3 clusters Score -598489.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -598684.750000 Penalty: 4497.198242 Iteration 7Q: 3 clusters Score -598684.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -598867.562500 Penalty: 4497.198242 Iteration 8Q: 3 clusters Score -598867.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -599050.187500 Penalty: 4497.198242 Iteration 9Q: 3 clusters Score -599050.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -599220.437500 Penalty: 4497.198242 Iteration 10Q: 3 clusters Score -599220.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -599383.125000 Penalty: 4497.198242 Iteration 11Q: 3 clusters Score -599383.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -599518.437500 Penalty: 4497.198242 Iteration 12Q: 3 clusters Score -599518.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -599629.875000 Penalty: 4497.198242 Iteration 13Q: 3 clusters Score -599629.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -599733.937500 Penalty: 4497.198242 Iteration 14Q: 3 clusters Score -599733.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -599821.187500 Penalty: 4497.198242 Iteration 15Q: 3 clusters Score -599821.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -599888.562500 Penalty: 4497.198242 Iteration 16Q: 3 clusters Score -599888.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -599938.250000 Penalty: 4497.198242 Iteration 17Q: 3 clusters Score -599938.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -599990.312500 Penalty: 4497.198242 Iteration 18Q: 3 clusters Score -599990.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -600035.875000 Penalty: 4497.198242 Iteration 19Q: 3 clusters Score -600035.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -600077.500000 Penalty: 4497.198242 Iteration 20F: 3 clusters Score -600077.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -600127.500000 Penalty: 4497.198242 Iteration 21Q: 3 clusters Score -600127.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -600178.312500 Penalty: 4497.198242 Iteration 22Q: 3 clusters Score -600178.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -600235.000000 Penalty: 4497.198242 Iteration 23Q: 3 clusters Score -600235 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -600286.500000 Penalty: 4497.198242 Iteration 24Q: 3 clusters Score -600286.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -600328.937500 Penalty: 4497.198242 Iteration 25Q: 3 clusters Score -600328.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -600367.312500 Penalty: 4497.198242 Iteration 26Q: 3 clusters Score -600367.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -600408.375000 Penalty: 4497.198242 Iteration 27Q: 3 clusters Score -600408.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -600458.000000 Penalty: 4497.198242 Iteration 28Q: 3 clusters Score -600458 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -600495.187500 Penalty: 4497.198242 Iteration 29Q: 3 clusters Score -600495.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -600529.500000 Penalty: 4497.198242 Iteration 30Q: 3 clusters Score -600529.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -600567.750000 Penalty: 4497.198242 Iteration 31Q: 3 clusters Score -600567.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -600605.375000 Penalty: 4497.198242 Iteration 32Q: 3 clusters Score -600605.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -600639.500000 Penalty: 4497.198242 Iteration 33Q: 3 clusters Score -600639.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -600667.187500 Penalty: 4497.198242 Iteration 34Q: 3 clusters Score -600667.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -600682.187500 Penalty: 4497.198242 Iteration 35Q: 3 clusters Score -600682.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -600702.000000 Penalty: 4497.198242 Iteration 36Q: 3 clusters Score -600702 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -600717.312500 Penalty: 4497.198242 Iteration 37Q: 3 clusters Score -600717.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -600730.000000 Penalty: 4497.198242 Iteration 38Q: 3 clusters Score -600730 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -600740.000000 Penalty: 4497.198242 Iteration 39Q: 3 clusters Score -600740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -600746.312500 Penalty: 4497.198242 Iteration 40F: 3 clusters Score -600746.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -600749.875000 Penalty: 4497.198242 Iteration 41Q: 3 clusters Score -600749.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -600756.562500 Penalty: 4497.198242 Iteration 42Q: 3 clusters Score -600756.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -600759.375000 Penalty: 4497.198242 Iteration 43Q: 3 clusters Score -600759.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -600759.000000 Penalty: 4497.198242 Iteration 44Q: 3 clusters Score -600759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -600760.875000 Penalty: 4497.198242 Iteration 45Q: 3 clusters Score -600760.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -600760.687500 Penalty: 4497.198242 Iteration 46Q: 3 clusters Score -600760.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -600761.000000 Penalty: 4497.198242 Iteration 47Q: 3 clusters Score -600761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -600760.875000 Penalty: 4497.198242 Iteration 48Q: 3 clusters Score -600760.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -600760.812500 Penalty: 4497.198242 Iteration 49Q: 3 clusters Score -600760.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -600760.812500 Penalty: 4497.198242 Iteration 50F: 3 clusters Score -600760.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Entering Unmasked Estep Score: -261131.234375 Penalty: 2069.908447 Iteration 0F: 2 clusters Score -261131.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -257095.734375 Penalty: 4139.816895 Iteration 0F: 3 clusters Score -257095.7 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -258037.453125 Penalty: 4139.816895 Iteration 1F: 3 clusters Score -258037.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -258252.390625 Penalty: 4139.816895 Iteration 2F: 3 clusters Score -258252.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -258387.640625 Penalty: 4139.816895 Iteration 3F: 3 clusters Score -258387.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -258482.953125 Penalty: 4139.816895 Iteration 4Q: 3 clusters Score -258483 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -258560.531250 Penalty: 4139.816895 Iteration 5Q: 3 clusters Score -258560.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -258638.562500 Penalty: 4139.816895 Iteration 6Q: 3 clusters Score -258638.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -258720.578125 Penalty: 4139.816895 Iteration 7Q: 3 clusters Score -258720.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -258797.937500 Penalty: 4139.816895 Iteration 8Q: 3 clusters Score -258797.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -258875.593750 Penalty: 4139.816895 Iteration 9Q: 3 clusters Score -258875.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -258952.640625 Penalty: 4139.816895 Iteration 10Q: 3 clusters Score -258952.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -259000.078125 Penalty: 4139.816895 Iteration 11Q: 3 clusters Score -259000.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -259037.828125 Penalty: 4139.816895 Iteration 12Q: 3 clusters Score -259037.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -259065.359375 Penalty: 4139.816895 Iteration 13Q: 3 clusters Score -259065.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -259093.921875 Penalty: 4139.816895 Iteration 14Q: 3 clusters Score -259093.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -259122.281250 Penalty: 4139.816895 Iteration 15Q: 3 clusters Score -259122.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -259153.562500 Penalty: 4139.816895 Iteration 16Q: 3 clusters Score -259153.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -259182.921875 Penalty: 4139.816895 Iteration 17Q: 3 clusters Score -259182.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -259206.968750 Penalty: 4139.816895 Iteration 18Q: 3 clusters Score -259207 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -259230.312500 Penalty: 4139.816895 Iteration 19Q: 3 clusters Score -259230.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -259246.953125 Penalty: 4139.816895 Iteration 20F: 3 clusters Score -259247 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -259257.968750 Penalty: 4139.816895 Iteration 21Q: 3 clusters Score -259258 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -259265.312500 Penalty: 4139.816895 Iteration 22Q: 3 clusters Score -259265.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -259269.390625 Penalty: 4139.816895 Iteration 23Q: 3 clusters Score -259269.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -259273.968750 Penalty: 4139.816895 Iteration 24Q: 3 clusters Score -259274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -259280.062500 Penalty: 4139.816895 Iteration 25Q: 3 clusters Score -259280.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -259286.093750 Penalty: 4139.816895 Iteration 26Q: 3 clusters Score -259286.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -259290.125000 Penalty: 4139.816895 Iteration 27Q: 3 clusters Score -259290.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -259293.578125 Penalty: 4139.816895 Iteration 28Q: 3 clusters Score -259293.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -259295.828125 Penalty: 4139.816895 Iteration 29Q: 3 clusters Score -259295.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -259297.500000 Penalty: 4139.816895 Iteration 30Q: 3 clusters Score -259297.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -259301.156250 Penalty: 4139.816895 Iteration 31Q: 3 clusters Score -259301.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -259304.750000 Penalty: 4139.816895 Iteration 32Q: 3 clusters Score -259304.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -259308.156250 Penalty: 4139.816895 Iteration 33Q: 3 clusters Score -259308.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -259310.562500 Penalty: 4139.816895 Iteration 34Q: 3 clusters Score -259310.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -259313.437500 Penalty: 4139.816895 Iteration 35Q: 3 clusters Score -259313.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -259318.109375 Penalty: 4139.816895 Iteration 36Q: 3 clusters Score -259318.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -259321.843750 Penalty: 4139.816895 Iteration 37Q: 3 clusters Score -259321.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -259323.156250 Penalty: 4139.816895 Iteration 38Q: 3 clusters Score -259323.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -259324.500000 Penalty: 4139.816895 Iteration 39Q: 3 clusters Score -259324.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -259325.343750 Penalty: 4139.816895 Iteration 40F: 3 clusters Score -259325.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -259325.796875 Penalty: 4139.816895 Iteration 41Q: 3 clusters Score -259325.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -259325.796875 Penalty: 4139.816895 Iteration 42F: 3 clusters Score -259325.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Entering Unmasked Estep Score: -951830.812500 Penalty: 2348.045166 Iteration 0F: 2 clusters Score -951830.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -942272.750000 Penalty: 4696.090332 Iteration 0F: 3 clusters Score -942272.8 nChanged 5514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -945205.812500 Penalty: 4696.090332 Iteration 1F: 3 clusters Score -945205.8 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -945510.000000 Penalty: 4696.090332 Iteration 2F: 3 clusters Score -945510 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -945753.375000 Penalty: 4696.090332 Iteration 3Q: 3 clusters Score -945753.4 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -945976.687500 Penalty: 4696.090332 Iteration 4Q: 3 clusters Score -945976.7 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -946197.250000 Penalty: 4696.090332 Iteration 5Q: 3 clusters Score -946197.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -946442.250000 Penalty: 4696.090332 Iteration 6Q: 3 clusters Score -946442.2 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -946738.125000 Penalty: 4696.090332 Iteration 7Q: 3 clusters Score -946738.1 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -947143.312500 Penalty: 4696.090332 Iteration 8Q: 3 clusters Score -947143.3 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -947638.812500 Penalty: 4696.090332 Iteration 9F: 3 clusters Score -947638.8 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -948180.000000 Penalty: 4696.090332 Iteration 10F: 3 clusters Score -948180 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -948724.187500 Penalty: 4696.090332 Iteration 11Q: 3 clusters Score -948724.2 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -949161.875000 Penalty: 4696.090332 Iteration 12Q: 3 clusters Score -949161.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -949496.125000 Penalty: 4696.090332 Iteration 13Q: 3 clusters Score -949496.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -949707.125000 Penalty: 4696.090332 Iteration 14Q: 3 clusters Score -949707.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -949880.687500 Penalty: 4696.090332 Iteration 15Q: 3 clusters Score -949880.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -950001.562500 Penalty: 4696.090332 Iteration 16Q: 3 clusters Score -950001.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -950070.312500 Penalty: 4696.090332 Iteration 17Q: 3 clusters Score -950070.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -950114.687500 Penalty: 4696.090332 Iteration 18Q: 3 clusters Score -950114.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -950140.750000 Penalty: 4696.090332 Iteration 19Q: 3 clusters Score -950140.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -950157.250000 Penalty: 4696.090332 Iteration 20F: 3 clusters Score -950157.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -950162.437500 Penalty: 4696.090332 Iteration 21Q: 3 clusters Score -950162.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -950167.250000 Penalty: 4696.090332 Iteration 22Q: 3 clusters Score -950167.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -950180.562500 Penalty: 4696.090332 Iteration 23Q: 3 clusters Score -950180.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -950187.500000 Penalty: 4696.090332 Iteration 24Q: 3 clusters Score -950187.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -950193.500000 Penalty: 4696.090332 Iteration 25Q: 3 clusters Score -950193.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -950201.187500 Penalty: 4696.090332 Iteration 26Q: 3 clusters Score -950201.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -950207.937500 Penalty: 4696.090332 Iteration 27Q: 3 clusters Score -950207.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -950211.812500 Penalty: 4696.090332 Iteration 28Q: 3 clusters Score -950211.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -950216.187500 Penalty: 4696.090332 Iteration 29Q: 3 clusters Score -950216.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -950216.562500 Penalty: 4696.090332 Iteration 30Q: 3 clusters Score -950216.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -950216.562500 Penalty: 4696.090332 Iteration 31F: 3 clusters Score -950216.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Entering Unmasked Estep Score: -696759.750000 Penalty: 2272.537842 Iteration 0F: 2 clusters Score -696759.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -689323.000000 Penalty: 4545.075684 Iteration 0F: 3 clusters Score -689323 nChanged 4072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -691754.750000 Penalty: 4545.075684 Iteration 1F: 3 clusters Score -691754.8 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -692402.125000 Penalty: 4545.075684 Iteration 2F: 3 clusters Score -692402.1 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -693095.250000 Penalty: 4545.075684 Iteration 3F: 3 clusters Score -693095.2 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -693721.062500 Penalty: 4545.075684 Iteration 4F: 3 clusters Score -693721.1 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -694244.250000 Penalty: 4545.075684 Iteration 5F: 3 clusters Score -694244.2 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -694634.687500 Penalty: 4545.075684 Iteration 6F: 3 clusters Score -694634.7 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -694959.562500 Penalty: 4545.075684 Iteration 7Q: 3 clusters Score -694959.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -695234.250000 Penalty: 4545.075684 Iteration 8Q: 3 clusters Score -695234.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -695402.937500 Penalty: 4545.075684 Iteration 9Q: 3 clusters Score -695402.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -695512.937500 Penalty: 4545.075684 Iteration 10Q: 3 clusters Score -695512.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -695597.000000 Penalty: 4545.075684 Iteration 11Q: 3 clusters Score -695597 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -695647.250000 Penalty: 4545.075684 Iteration 12Q: 3 clusters Score -695647.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -695683.312500 Penalty: 4545.075684 Iteration 13Q: 3 clusters Score -695683.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -695706.750000 Penalty: 4545.075684 Iteration 14Q: 3 clusters Score -695706.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -695719.437500 Penalty: 4545.075684 Iteration 15Q: 3 clusters Score -695719.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -695733.562500 Penalty: 4545.075684 Iteration 16Q: 3 clusters Score -695733.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -695747.187500 Penalty: 4545.075684 Iteration 17Q: 3 clusters Score -695747.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -695763.062500 Penalty: 4545.075684 Iteration 18Q: 3 clusters Score -695763.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -695777.250000 Penalty: 4545.075684 Iteration 19Q: 3 clusters Score -695777.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -695788.812500 Penalty: 4545.075684 Iteration 20F: 3 clusters Score -695788.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -695798.000000 Penalty: 4545.075684 Iteration 21Q: 3 clusters Score -695798 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -695810.125000 Penalty: 4545.075684 Iteration 22Q: 3 clusters Score -695810.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -695824.312500 Penalty: 4545.075684 Iteration 23Q: 3 clusters Score -695824.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -695838.625000 Penalty: 4545.075684 Iteration 24Q: 3 clusters Score -695838.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -695854.687500 Penalty: 4545.075684 Iteration 25Q: 3 clusters Score -695854.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -695872.062500 Penalty: 4545.075684 Iteration 26Q: 3 clusters Score -695872.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -695891.500000 Penalty: 4545.075684 Iteration 27Q: 3 clusters Score -695891.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -695915.687500 Penalty: 4545.075684 Iteration 28Q: 3 clusters Score -695915.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -695937.937500 Penalty: 4545.075684 Iteration 29Q: 3 clusters Score -695937.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -695954.625000 Penalty: 4545.075684 Iteration 30Q: 3 clusters Score -695954.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -695966.625000 Penalty: 4545.075684 Iteration 31Q: 3 clusters Score -695966.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -695972.250000 Penalty: 4545.075684 Iteration 32Q: 3 clusters Score -695972.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -695984.062500 Penalty: 4545.075684 Iteration 33Q: 3 clusters Score -695984.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -695992.375000 Penalty: 4545.075684 Iteration 34Q: 3 clusters Score -695992.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -696002.875000 Penalty: 4545.075684 Iteration 35Q: 3 clusters Score -696002.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -696013.500000 Penalty: 4545.075684 Iteration 36Q: 3 clusters Score -696013.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -696025.562500 Penalty: 4545.075684 Iteration 37Q: 3 clusters Score -696025.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -696036.750000 Penalty: 4545.075684 Iteration 38Q: 3 clusters Score -696036.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -696044.187500 Penalty: 4545.075684 Iteration 39Q: 3 clusters Score -696044.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -696055.812500 Penalty: 4545.075684 Iteration 40F: 3 clusters Score -696055.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -696058.625000 Penalty: 4545.075684 Iteration 41Q: 3 clusters Score -696058.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -696063.500000 Penalty: 4545.075684 Iteration 42Q: 3 clusters Score -696063.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -696065.062500 Penalty: 4545.075684 Iteration 43Q: 3 clusters Score -696065.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -696065.187500 Penalty: 4545.075684 Iteration 44Q: 3 clusters Score -696065.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -696065.750000 Penalty: 4545.075684 Iteration 45Q: 3 clusters Score -696065.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -696066.250000 Penalty: 4545.075684 Iteration 46Q: 3 clusters Score -696066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -696066.250000 Penalty: 4545.075684 Iteration 47F: 3 clusters Score -696066.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Entering Unmasked Estep Score: -95453.156250 Penalty: 1801.131836 Iteration 0F: 2 clusters Score -95453.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -93209.812500 Penalty: 3602.263672 Iteration 0F: 3 clusters Score -93209.81 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -93606.023438 Penalty: 3602.263672 Iteration 1F: 3 clusters Score -93606.02 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -93726.968750 Penalty: 3602.263672 Iteration 2F: 3 clusters Score -93726.97 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -93827.132812 Penalty: 3602.263672 Iteration 3Q: 3 clusters Score -93827.13 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -93925.046875 Penalty: 3602.263672 Iteration 4Q: 3 clusters Score -93925.05 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -94002.757812 Penalty: 3602.263672 Iteration 5Q: 3 clusters Score -94002.76 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -94053.789062 Penalty: 3602.263672 Iteration 6Q: 3 clusters Score -94053.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -94115.539062 Penalty: 3602.263672 Iteration 7Q: 3 clusters Score -94115.54 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -94185.687500 Penalty: 3602.263672 Iteration 8Q: 3 clusters Score -94185.69 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -94244.445312 Penalty: 3602.263672 Iteration 9Q: 3 clusters Score -94244.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -94303.750000 Penalty: 3602.263672 Iteration 10Q: 3 clusters Score -94303.75 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -94351.695312 Penalty: 3602.263672 Iteration 11Q: 3 clusters Score -94351.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -94387.023438 Penalty: 3602.263672 Iteration 12Q: 3 clusters Score -94387.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94414.890625 Penalty: 3602.263672 Iteration 13Q: 3 clusters Score -94414.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -94429.101562 Penalty: 3602.263672 Iteration 14Q: 3 clusters Score -94429.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -94444.406250 Penalty: 3602.263672 Iteration 15Q: 3 clusters Score -94444.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -94447.796875 Penalty: 3602.263672 Iteration 16Q: 3 clusters Score -94447.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -94452.078125 Penalty: 3602.263672 Iteration 17Q: 3 clusters Score -94452.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -94459.054688 Penalty: 3602.263672 Iteration 18Q: 3 clusters Score -94459.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -94468.070312 Penalty: 3602.263672 Iteration 19Q: 3 clusters Score -94468.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -94475.351562 Penalty: 3602.263672 Iteration 20F: 3 clusters Score -94475.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -94485.687500 Penalty: 3602.263672 Iteration 21Q: 3 clusters Score -94485.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -94492.234375 Penalty: 3602.263672 Iteration 22Q: 3 clusters Score -94492.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -94499.992188 Penalty: 3602.263672 Iteration 23Q: 3 clusters Score -94499.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -94503.781250 Penalty: 3602.263672 Iteration 24Q: 3 clusters Score -94503.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -94507.968750 Penalty: 3602.263672 Iteration 25Q: 3 clusters Score -94507.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -94509.539062 Penalty: 3602.263672 Iteration 26Q: 3 clusters Score -94509.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -94511.507812 Penalty: 3602.263672 Iteration 27Q: 3 clusters Score -94511.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -94512.585938 Penalty: 3602.263672 Iteration 28Q: 3 clusters Score -94512.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -94512.796875 Penalty: 3602.263672 Iteration 29Q: 3 clusters Score -94512.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -94512.796875 Penalty: 3602.263672 Iteration 30F: 3 clusters Score -94512.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Entering Unmasked Estep Score: -180390.171875 Penalty: 1934.643555 Iteration 0F: 2 clusters Score -180390.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -177446.390625 Penalty: 3869.287109 Iteration 0F: 3 clusters Score -177446.4 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -177949.718750 Penalty: 3869.287109 Iteration 1F: 3 clusters Score -177949.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -178102.734375 Penalty: 3869.287109 Iteration 2F: 3 clusters Score -178102.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -178178.890625 Penalty: 3869.287109 Iteration 3Q: 3 clusters Score -178178.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -178218.125000 Penalty: 3869.287109 Iteration 4Q: 3 clusters Score -178218.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -178241.343750 Penalty: 3869.287109 Iteration 5Q: 3 clusters Score -178241.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -178253.734375 Penalty: 3869.287109 Iteration 6Q: 3 clusters Score -178253.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -178263.359375 Penalty: 3869.287109 Iteration 7Q: 3 clusters Score -178263.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -178274.859375 Penalty: 3869.287109 Iteration 8Q: 3 clusters Score -178274.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -178285.687500 Penalty: 3869.287109 Iteration 9Q: 3 clusters Score -178285.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -178296.906250 Penalty: 3869.287109 Iteration 10Q: 3 clusters Score -178296.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -178306.921875 Penalty: 3869.287109 Iteration 11Q: 3 clusters Score -178306.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -178314.078125 Penalty: 3869.287109 Iteration 12Q: 3 clusters Score -178314.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -178319.328125 Penalty: 3869.287109 Iteration 13Q: 3 clusters Score -178319.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -178325.296875 Penalty: 3869.287109 Iteration 14Q: 3 clusters Score -178325.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -178330.421875 Penalty: 3869.287109 Iteration 15Q: 3 clusters Score -178330.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -178333.750000 Penalty: 3869.287109 Iteration 16Q: 3 clusters Score -178333.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -178337.046875 Penalty: 3869.287109 Iteration 17Q: 3 clusters Score -178337 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -178340.656250 Penalty: 3869.287109 Iteration 18Q: 3 clusters Score -178340.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -178344.437500 Penalty: 3869.287109 Iteration 19Q: 3 clusters Score -178344.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -178349.109375 Penalty: 3869.287109 Iteration 20F: 3 clusters Score -178349.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -178353.203125 Penalty: 3869.287109 Iteration 21Q: 3 clusters Score -178353.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -178358.687500 Penalty: 3869.287109 Iteration 22Q: 3 clusters Score -178358.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -178361.984375 Penalty: 3869.287109 Iteration 23Q: 3 clusters Score -178362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -178363.921875 Penalty: 3869.287109 Iteration 24Q: 3 clusters Score -178363.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -178366.421875 Penalty: 3869.287109 Iteration 25Q: 3 clusters Score -178366.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -178368.765625 Penalty: 3869.287109 Iteration 26Q: 3 clusters Score -178368.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -178370.812500 Penalty: 3869.287109 Iteration 27Q: 3 clusters Score -178370.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -178371.890625 Penalty: 3869.287109 Iteration 28Q: 3 clusters Score -178371.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -178371.890625 Penalty: 3869.287109 Iteration 29F: 3 clusters Score -178371.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (57482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57482 members Entering Unmasked Estep Score: -4221697.000000 Penalty: 2717.888428 Iteration 0F: 2 clusters Score -4221697 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28880 members Mstep: Class 2 contains 28602 members Entering Unmasked Estep Score: -4182983.000000 Penalty: 5435.776855 Iteration 0F: 3 clusters Score -4182983 nChanged 26615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 27343 members Entering Unmasked Estep Score: -4197676.500000 Penalty: 5435.776855 Iteration 1F: 3 clusters Score -4197676 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31059 members Mstep: Class 2 contains 26423 members Entering Unmasked Estep Score: -4198311.500000 Penalty: 5435.776855 Iteration 2Q: 3 clusters Score -4198312 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32470 members Mstep: Class 2 contains 25012 members Entering Unmasked Estep Score: -4198989.000000 Penalty: 5435.776855 Iteration 3Q: 3 clusters Score -4198989 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34474 members Mstep: Class 2 contains 23008 members Entering Unmasked Estep Score: -4199980.500000 Penalty: 5435.776855 Iteration 4Q: 3 clusters Score -4199980 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37376 members Mstep: Class 2 contains 20106 members Entering Unmasked Estep Score: -4201611.500000 Penalty: 5435.776855 Iteration 5F: 3 clusters Score -4201612 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41368 members Mstep: Class 2 contains 16114 members Entering Unmasked Estep Score: -4204438.000000 Penalty: 5435.776855 Iteration 6F: 3 clusters Score -4204438 nChanged 4829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46151 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -4208625.000000 Penalty: 5435.776855 Iteration 7F: 3 clusters Score -4208625 nChanged 4713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50842 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -4213181.500000 Penalty: 5435.776855 Iteration 8F: 3 clusters Score -4213182 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54214 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -4216432.000000 Penalty: 5435.776855 Iteration 9F: 3 clusters Score -4216432 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55944 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -4218089.500000 Penalty: 5435.776855 Iteration 10Q: 3 clusters Score -4218090 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56657 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -4218746.000000 Penalty: 5435.776855 Iteration 11Q: 3 clusters Score -4218746 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56929 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -4219005.000000 Penalty: 5435.776855 Iteration 12Q: 3 clusters Score -4219005 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57057 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -4219141.500000 Penalty: 5435.776855 Iteration 13Q: 3 clusters Score -4219142 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57113 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -4219212.000000 Penalty: 5435.776855 Iteration 14Q: 3 clusters Score -4219212 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57143 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -4219250.000000 Penalty: 5435.776855 Iteration 15Q: 3 clusters Score -4219250 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57155 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -4219269.000000 Penalty: 5435.776855 Iteration 16Q: 3 clusters Score -4219269 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57164 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -4219279.000000 Penalty: 5435.776855 Iteration 17Q: 3 clusters Score -4219279 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57167 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -4219288.000000 Penalty: 5435.776855 Iteration 18Q: 3 clusters Score -4219288 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57172 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -4219292.500000 Penalty: 5435.776855 Iteration 19Q: 3 clusters Score -4219292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57174 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -4219291.500000 Penalty: 5435.776855 Iteration 20F: 3 clusters Score -4219292 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Entering Unmasked Estep Score: -430543.562500 Penalty: 2152.005127 Iteration 0F: 2 clusters Score -430543.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -425454.125000 Penalty: 4304.010254 Iteration 0F: 3 clusters Score -425454.1 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -426662.906250 Penalty: 4304.010254 Iteration 1F: 3 clusters Score -426662.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -426874.250000 Penalty: 4304.010254 Iteration 2F: 3 clusters Score -426874.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -427004.406250 Penalty: 4304.010254 Iteration 3F: 3 clusters Score -427004.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -427090.000000 Penalty: 4304.010254 Iteration 4Q: 3 clusters Score -427090 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -427164.906250 Penalty: 4304.010254 Iteration 5Q: 3 clusters Score -427164.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -427216.812500 Penalty: 4304.010254 Iteration 6Q: 3 clusters Score -427216.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -427253.968750 Penalty: 4304.010254 Iteration 7Q: 3 clusters Score -427254 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -427288.343750 Penalty: 4304.010254 Iteration 8Q: 3 clusters Score -427288.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -427319.531250 Penalty: 4304.010254 Iteration 9Q: 3 clusters Score -427319.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -427345.968750 Penalty: 4304.010254 Iteration 10Q: 3 clusters Score -427346 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -427367.312500 Penalty: 4304.010254 Iteration 11Q: 3 clusters Score -427367.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -427385.781250 Penalty: 4304.010254 Iteration 12Q: 3 clusters Score -427385.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -427402.593750 Penalty: 4304.010254 Iteration 13Q: 3 clusters Score -427402.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -427421.093750 Penalty: 4304.010254 Iteration 14Q: 3 clusters Score -427421.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -427438.468750 Penalty: 4304.010254 Iteration 15Q: 3 clusters Score -427438.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -427461.000000 Penalty: 4304.010254 Iteration 16Q: 3 clusters Score -427461 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -427479.718750 Penalty: 4304.010254 Iteration 17Q: 3 clusters Score -427479.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -427496.875000 Penalty: 4304.010254 Iteration 18Q: 3 clusters Score -427496.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -427512.875000 Penalty: 4304.010254 Iteration 19Q: 3 clusters Score -427512.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -427532.687500 Penalty: 4304.010254 Iteration 20F: 3 clusters Score -427532.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -427551.343750 Penalty: 4304.010254 Iteration 21Q: 3 clusters Score -427551.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -427576.250000 Penalty: 4304.010254 Iteration 22Q: 3 clusters Score -427576.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -427602.875000 Penalty: 4304.010254 Iteration 23Q: 3 clusters Score -427602.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -427630.875000 Penalty: 4304.010254 Iteration 24Q: 3 clusters Score -427630.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -427666.875000 Penalty: 4304.010254 Iteration 25Q: 3 clusters Score -427666.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -427717.062500 Penalty: 4304.010254 Iteration 26Q: 3 clusters Score -427717.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -427770.062500 Penalty: 4304.010254 Iteration 27Q: 3 clusters Score -427770.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -427812.375000 Penalty: 4304.010254 Iteration 28Q: 3 clusters Score -427812.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -427858.187500 Penalty: 4304.010254 Iteration 29Q: 3 clusters Score -427858.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -427907.750000 Penalty: 4304.010254 Iteration 30Q: 3 clusters Score -427907.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -427964.968750 Penalty: 4304.010254 Iteration 31Q: 3 clusters Score -427965 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -428023.312500 Penalty: 4304.010254 Iteration 32Q: 3 clusters Score -428023.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -428084.625000 Penalty: 4304.010254 Iteration 33Q: 3 clusters Score -428084.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -428162.093750 Penalty: 4304.010254 Iteration 34Q: 3 clusters Score -428162.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -428231.437500 Penalty: 4304.010254 Iteration 35Q: 3 clusters Score -428231.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -428296.750000 Penalty: 4304.010254 Iteration 36Q: 3 clusters Score -428296.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -428358.656250 Penalty: 4304.010254 Iteration 37Q: 3 clusters Score -428358.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -428403.875000 Penalty: 4304.010254 Iteration 38Q: 3 clusters Score -428403.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -428438.000000 Penalty: 4304.010254 Iteration 39Q: 3 clusters Score -428438 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -428458.218750 Penalty: 4304.010254 Iteration 40F: 3 clusters Score -428458.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -428472.906250 Penalty: 4304.010254 Iteration 41Q: 3 clusters Score -428472.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -428484.968750 Penalty: 4304.010254 Iteration 42Q: 3 clusters Score -428485 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -428496.375000 Penalty: 4304.010254 Iteration 43Q: 3 clusters Score -428496.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -428510.312500 Penalty: 4304.010254 Iteration 44Q: 3 clusters Score -428510.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -428524.687500 Penalty: 4304.010254 Iteration 45Q: 3 clusters Score -428524.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -428535.468750 Penalty: 4304.010254 Iteration 46Q: 3 clusters Score -428535.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -428548.062500 Penalty: 4304.010254 Iteration 47Q: 3 clusters Score -428548.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -428558.062500 Penalty: 4304.010254 Iteration 48Q: 3 clusters Score -428558.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -428562.125000 Penalty: 4304.010254 Iteration 49Q: 3 clusters Score -428562.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -428568.156250 Penalty: 4304.010254 Iteration 50Q: 3 clusters Score -428568.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -428573.562500 Penalty: 4304.010254 Iteration 51Q: 3 clusters Score -428573.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -428577.500000 Penalty: 4304.010254 Iteration 52Q: 3 clusters Score -428577.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -428579.218750 Penalty: 4304.010254 Iteration 53Q: 3 clusters Score -428579.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -428583.250000 Penalty: 4304.010254 Iteration 54Q: 3 clusters Score -428583.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -428585.812500 Penalty: 4304.010254 Iteration 55Q: 3 clusters Score -428585.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -428586.500000 Penalty: 4304.010254 Iteration 56Q: 3 clusters Score -428586.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -428588.000000 Penalty: 4304.010254 Iteration 57Q: 3 clusters Score -428588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -428588.875000 Penalty: 4304.010254 Iteration 58Q: 3 clusters Score -428588.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -428590.343750 Penalty: 4304.010254 Iteration 59Q: 3 clusters Score -428590.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -428591.937500 Penalty: 4304.010254 Iteration 60F: 3 clusters Score -428591.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -428594.625000 Penalty: 4304.010254 Iteration 61Q: 3 clusters Score -428594.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -428594.375000 Penalty: 4304.010254 Iteration 62Q: 3 clusters Score -428594.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -428595.468750 Penalty: 4304.010254 Iteration 63Q: 3 clusters Score -428595.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -428597.187500 Penalty: 4304.010254 Iteration 64Q: 3 clusters Score -428597.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -428598.437500 Penalty: 4304.010254 Iteration 65Q: 3 clusters Score -428598.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -428599.781250 Penalty: 4304.010254 Iteration 66Q: 3 clusters Score -428599.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -428602.812500 Penalty: 4304.010254 Iteration 67Q: 3 clusters Score -428602.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -428603.937500 Penalty: 4304.010254 Iteration 68Q: 3 clusters Score -428603.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -428604.093750 Penalty: 4304.010254 Iteration 69Q: 3 clusters Score -428604.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -428604.968750 Penalty: 4304.010254 Iteration 70Q: 3 clusters Score -428605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -428604.968750 Penalty: 4304.010254 Iteration 71F: 3 clusters Score -428605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335118 members Mstep: Class 2 contains 5297 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66218 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57482 members Mstep: Class 18 contains 5869 members Entering Unmasked Estep ConsiderDeletion Score: -35665056.000000 Penalty: 45708.597656 Iteration 119Q: 15 clusters Score -3.566506e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335119 members Mstep: Class 2 contains 5300 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66226 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57476 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665092.000000 Penalty: 45708.597656 Iteration 120F: 15 clusters Score -3.566509e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335111 members Mstep: Class 2 contains 5305 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66233 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57472 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665092.000000 Penalty: 45708.597656 Iteration 121Q: 15 clusters Score -3.566509e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335097 members Mstep: Class 2 contains 5308 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66245 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57470 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665092.000000 Penalty: 45708.597656 Iteration 122Q: 15 clusters Score -3.566509e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335085 members Mstep: Class 2 contains 5312 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66253 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4219 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57467 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665052.000000 Penalty: 45708.597656 Iteration 123Q: 15 clusters Score -3.566505e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335075 members Mstep: Class 2 contains 5319 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66255 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57466 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665044.000000 Penalty: 45708.597656 Iteration 124Q: 15 clusters Score -3.566504e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335064 members Mstep: Class 2 contains 5321 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66265 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57463 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665068.000000 Penalty: 45708.597656 Iteration 125Q: 15 clusters Score -3.566507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335062 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66268 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57461 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665072.000000 Penalty: 45708.597656 Iteration 126Q: 15 clusters Score -3.566507e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335058 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66274 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4224 members Mstep: Class 12 contains 12938 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57458 members Mstep: Class 18 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -35665092.000000 Penalty: 45708.597656 Iteration 127Q: 15 clusters Score -3.566509e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335052 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66282 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8664 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57457 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665076.000000 Penalty: 45708.597656 Iteration 128Q: 15 clusters Score -3.566508e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335048 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66290 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57454 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665080.000000 Penalty: 45708.597656 Iteration 129Q: 15 clusters Score -3.566508e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335041 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66300 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4224 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57450 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665080.000000 Penalty: 45708.597656 Iteration 130Q: 15 clusters Score -3.566508e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335041 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66304 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57447 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665052.000000 Penalty: 45708.597656 Iteration 131Q: 15 clusters Score -3.566505e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335040 members Mstep: Class 2 contains 5322 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66311 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57441 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665040.000000 Penalty: 45708.597656 Iteration 132Q: 15 clusters Score -3.566504e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335037 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66318 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12940 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57435 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665036.000000 Penalty: 45708.597656 Iteration 133Q: 15 clusters Score -3.566504e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335037 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66326 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4223 members Mstep: Class 12 contains 12939 members Mstep: Class 13 contains 9543 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57427 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665048.000000 Penalty: 45708.597656 Iteration 134Q: 15 clusters Score -3.566505e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335038 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66331 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4222 members Mstep: Class 12 contains 12940 members Mstep: Class 13 contains 9543 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57421 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665036.000000 Penalty: 45708.597656 Iteration 135Q: 15 clusters Score -3.566504e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335036 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66337 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12942 members Mstep: Class 13 contains 9543 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57416 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665068.000000 Penalty: 45708.597656 Iteration 136Q: 15 clusters Score -3.566507e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335038 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66343 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12943 members Mstep: Class 13 contains 9543 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57407 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665068.000000 Penalty: 45708.597656 Iteration 137Q: 15 clusters Score -3.566507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335040 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66346 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57402 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665068.000000 Penalty: 45708.597656 Iteration 138Q: 15 clusters Score -3.566507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335035 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66353 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57400 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665068.000000 Penalty: 45708.597656 Iteration 139Q: 15 clusters Score -3.566507e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335031 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66358 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57399 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665084.000000 Penalty: 45708.597656 Iteration 140F: 15 clusters Score -3.566508e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335029 members Mstep: Class 2 contains 5323 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66361 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57398 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665096.000000 Penalty: 45708.597656 Iteration 141Q: 15 clusters Score -3.56651e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335025 members Mstep: Class 2 contains 5324 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66364 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57398 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665100.000000 Penalty: 45708.597656 Iteration 142Q: 15 clusters Score -3.56651e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335021 members Mstep: Class 2 contains 5325 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66367 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57398 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665100.000000 Penalty: 45708.597656 Iteration 143Q: 15 clusters Score -3.56651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335019 members Mstep: Class 2 contains 5325 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66369 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57398 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665104.000000 Penalty: 45708.597656 Iteration 144Q: 15 clusters Score -3.56651e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 335019 members Mstep: Class 2 contains 5325 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1285 members Mstep: Class 5 contains 66369 members Mstep: Class 6 contains 4913 members Mstep: Class 10 contains 8663 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 12944 members Mstep: Class 13 contains 9542 members Mstep: Class 14 contains 1426 members Mstep: Class 15 contains 2443 members Mstep: Class 16 contains 57398 members Mstep: Class 18 contains 5862 members Entering Unmasked Estep ConsiderDeletion Score: -35665104.000000 Penalty: 45708.597656 Iteration 145F: 15 clusters Score -3.56651e+07 nChanged 0 Entering ConstructFrom: Score: -35665104.000000 Penalty: 45708.597656 Entering ConstructFrom: Trying to split cluster 1 (335019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335019 members Entering Unmasked Estep Score: -23110208.000000 Penalty: 3155.041748 Iteration 0F: 2 clusters Score -2.311021e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167969 members Mstep: Class 2 contains 167050 members Entering Unmasked Estep Score: -22884574.000000 Penalty: 6310.083496 Iteration 0F: 3 clusters Score -2.288457e+07 nChanged 162583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175010 members Mstep: Class 2 contains 160009 members Entering Unmasked Estep Score: -22981860.000000 Penalty: 6310.083496 Iteration 1F: 3 clusters Score -2.298186e+07 nChanged 10125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179559 members Mstep: Class 2 contains 155460 members Entering Unmasked Estep Score: -22984498.000000 Penalty: 6310.083496 Iteration 2Q: 3 clusters Score -2.29845e+07 nChanged 11786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186637 members Mstep: Class 2 contains 148382 members Entering Unmasked Estep Score: -22988660.000000 Penalty: 6310.083496 Iteration 3Q: 3 clusters Score -2.298866e+07 nChanged 14204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197125 members Mstep: Class 2 contains 137894 members Entering Unmasked Estep Score: -22995598.000000 Penalty: 6310.083496 Iteration 4Q: 3 clusters Score -2.29956e+07 nChanged 17501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211996 members Mstep: Class 2 contains 123023 members Entering Unmasked Estep Score: -23005524.000000 Penalty: 6310.083496 Iteration 5F: 3 clusters Score -2.300552e+07 nChanged 21251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231637 members Mstep: Class 2 contains 103382 members Entering Unmasked Estep Score: -23019958.000000 Penalty: 6310.083496 Iteration 6F: 3 clusters Score -2.301996e+07 nChanged 24281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255068 members Mstep: Class 2 contains 79951 members Entering Unmasked Estep Score: -23039638.000000 Penalty: 6310.083496 Iteration 7F: 3 clusters Score -2.303964e+07 nChanged 24389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279065 members Mstep: Class 2 contains 55954 members Entering Unmasked Estep Score: -23060428.000000 Penalty: 6310.083496 Iteration 8F: 3 clusters Score -2.306043e+07 nChanged 20885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299802 members Mstep: Class 2 contains 35217 members Entering Unmasked Estep Score: -23079060.000000 Penalty: 6310.083496 Iteration 9F: 3 clusters Score -2.307906e+07 nChanged 15140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314892 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -23092428.000000 Penalty: 6310.083496 Iteration 10Q: 3 clusters Score -2.309243e+07 nChanged 9307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324167 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -23100336.000000 Penalty: 6310.083496 Iteration 11Q: 3 clusters Score -2.310034e+07 nChanged 4865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328992 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -23104530.000000 Penalty: 6310.083496 Iteration 12Q: 3 clusters Score -2.310453e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331213 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -23106490.000000 Penalty: 6310.083496 Iteration 13Q: 3 clusters Score -2.310649e+07 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332165 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -23107266.000000 Penalty: 6310.083496 Iteration 14Q: 3 clusters Score -2.310727e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332595 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -23107800.000000 Penalty: 6310.083496 Iteration 15Q: 3 clusters Score -2.31078e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332832 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -23108056.000000 Penalty: 6310.083496 Iteration 16Q: 3 clusters Score -2.310806e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332940 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -23108172.000000 Penalty: 6310.083496 Iteration 17Q: 3 clusters Score -2.310817e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333030 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -23108304.000000 Penalty: 6310.083496 Iteration 18Q: 3 clusters Score -2.31083e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333047 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -23108406.000000 Penalty: 6310.083496 Iteration 19Q: 3 clusters Score -2.310841e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333068 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -23108456.000000 Penalty: 6310.083496 Iteration 20F: 3 clusters Score -2.310846e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333090 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -23108502.000000 Penalty: 6310.083496 Iteration 21Q: 3 clusters Score -2.31085e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333089 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -23108546.000000 Penalty: 6310.083496 Iteration 22Q: 3 clusters Score -2.310855e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333102 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -23108548.000000 Penalty: 6310.083496 Iteration 23Q: 3 clusters Score -2.310855e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333100 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -23108552.000000 Penalty: 6310.083496 Iteration 24Q: 3 clusters Score -2.310855e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333099 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -23108568.000000 Penalty: 6310.083496 Iteration 25Q: 3 clusters Score -2.310857e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333103 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -23108590.000000 Penalty: 6310.083496 Iteration 26Q: 3 clusters Score -2.310859e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333101 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -23108594.000000 Penalty: 6310.083496 Iteration 27Q: 3 clusters Score -2.310859e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333096 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -23108598.000000 Penalty: 6310.083496 Iteration 28Q: 3 clusters Score -2.31086e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333089 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -23108614.000000 Penalty: 6310.083496 Iteration 29Q: 3 clusters Score -2.310861e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333085 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -23108610.000000 Penalty: 6310.083496 Iteration 30Q: 3 clusters Score -2.310861e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333082 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -23108618.000000 Penalty: 6310.083496 Iteration 31Q: 3 clusters Score -2.310862e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333081 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -23108618.000000 Penalty: 6310.083496 Iteration 32Q: 3 clusters Score -2.310862e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333084 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -23108612.000000 Penalty: 6310.083496 Iteration 33Q: 3 clusters Score -2.310861e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333088 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -23108622.000000 Penalty: 6310.083496 Iteration 34Q: 3 clusters Score -2.310862e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333092 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -23108630.000000 Penalty: 6310.083496 Iteration 35Q: 3 clusters Score -2.310863e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333091 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -23108624.000000 Penalty: 6310.083496 Iteration 36Q: 3 clusters Score -2.310862e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333093 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -23108622.000000 Penalty: 6310.083496 Iteration 37Q: 3 clusters Score -2.310862e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333095 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -23108634.000000 Penalty: 6310.083496 Iteration 38Q: 3 clusters Score -2.310863e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333100 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -23108628.000000 Penalty: 6310.083496 Iteration 39Q: 3 clusters Score -2.310863e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333102 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -23108640.000000 Penalty: 6310.083496 Iteration 40F: 3 clusters Score -2.310864e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333104 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -23108630.000000 Penalty: 6310.083496 Iteration 41Q: 3 clusters Score -2.310863e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333109 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -23108634.000000 Penalty: 6310.083496 Iteration 42Q: 3 clusters Score -2.310863e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333112 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -23108626.000000 Penalty: 6310.083496 Iteration 43Q: 3 clusters Score -2.310863e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333112 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -23108634.000000 Penalty: 6310.083496 Iteration 44Q: 3 clusters Score -2.310863e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333112 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -23108632.000000 Penalty: 6310.083496 Iteration 45Q: 3 clusters Score -2.310863e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333113 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -23108638.000000 Penalty: 6310.083496 Iteration 46Q: 3 clusters Score -2.310864e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333111 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -23108646.000000 Penalty: 6310.083496 Iteration 47Q: 3 clusters Score -2.310865e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333110 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -23108646.000000 Penalty: 6310.083496 Iteration 48Q: 3 clusters Score -2.310865e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333110 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -23108646.000000 Penalty: 6310.083496 Iteration 49F: 3 clusters Score -2.310865e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Entering Unmasked Estep Score: -352942.937500 Penalty: 2127.881592 Iteration 0F: 2 clusters Score -352942.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -348157.718750 Penalty: 4255.763184 Iteration 0F: 3 clusters Score -348157.7 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -349321.593750 Penalty: 4255.763184 Iteration 1F: 3 clusters Score -349321.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -349577.062500 Penalty: 4255.763184 Iteration 2F: 3 clusters Score -349577.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -349792.156250 Penalty: 4255.763184 Iteration 3F: 3 clusters Score -349792.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -349984.187500 Penalty: 4255.763184 Iteration 4Q: 3 clusters Score -349984.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -350173.187500 Penalty: 4255.763184 Iteration 5Q: 3 clusters Score -350173.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -350349.062500 Penalty: 4255.763184 Iteration 6Q: 3 clusters Score -350349.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -350500.812500 Penalty: 4255.763184 Iteration 7Q: 3 clusters Score -350500.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -350634.468750 Penalty: 4255.763184 Iteration 8Q: 3 clusters Score -350634.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -350755.875000 Penalty: 4255.763184 Iteration 9Q: 3 clusters Score -350755.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -350886.687500 Penalty: 4255.763184 Iteration 10Q: 3 clusters Score -350886.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -351015.625000 Penalty: 4255.763184 Iteration 11Q: 3 clusters Score -351015.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -351120.468750 Penalty: 4255.763184 Iteration 12Q: 3 clusters Score -351120.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -351201.281250 Penalty: 4255.763184 Iteration 13Q: 3 clusters Score -351201.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -351278.656250 Penalty: 4255.763184 Iteration 14Q: 3 clusters Score -351278.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -351338.031250 Penalty: 4255.763184 Iteration 15Q: 3 clusters Score -351338 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -351384.437500 Penalty: 4255.763184 Iteration 16Q: 3 clusters Score -351384.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -351435.375000 Penalty: 4255.763184 Iteration 17Q: 3 clusters Score -351435.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -351469.531250 Penalty: 4255.763184 Iteration 18Q: 3 clusters Score -351469.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -351494.812500 Penalty: 4255.763184 Iteration 19Q: 3 clusters Score -351494.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -351517.468750 Penalty: 4255.763184 Iteration 20F: 3 clusters Score -351517.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -351533.500000 Penalty: 4255.763184 Iteration 21Q: 3 clusters Score -351533.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -351544.187500 Penalty: 4255.763184 Iteration 22Q: 3 clusters Score -351544.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -351553.562500 Penalty: 4255.763184 Iteration 23Q: 3 clusters Score -351553.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -351565.593750 Penalty: 4255.763184 Iteration 24Q: 3 clusters Score -351565.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -351573.625000 Penalty: 4255.763184 Iteration 25Q: 3 clusters Score -351573.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -351576.687500 Penalty: 4255.763184 Iteration 26Q: 3 clusters Score -351576.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -351580.031250 Penalty: 4255.763184 Iteration 27Q: 3 clusters Score -351580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -351581.625000 Penalty: 4255.763184 Iteration 28Q: 3 clusters Score -351581.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -351583.843750 Penalty: 4255.763184 Iteration 29Q: 3 clusters Score -351583.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -351585.375000 Penalty: 4255.763184 Iteration 30Q: 3 clusters Score -351585.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -351586.656250 Penalty: 4255.763184 Iteration 31Q: 3 clusters Score -351586.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -351586.781250 Penalty: 4255.763184 Iteration 32Q: 3 clusters Score -351586.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -351588.812500 Penalty: 4255.763184 Iteration 33Q: 3 clusters Score -351588.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -351588.656250 Penalty: 4255.763184 Iteration 34Q: 3 clusters Score -351588.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -351588.656250 Penalty: 4255.763184 Iteration 35F: 3 clusters Score -351588.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Entering Unmasked Estep Score: -466556.500000 Penalty: 2169.973145 Iteration 0F: 2 clusters Score -466556.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -461255.687500 Penalty: 4339.946289 Iteration 0F: 3 clusters Score -461255.7 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -462560.000000 Penalty: 4339.946289 Iteration 1F: 3 clusters Score -462560 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -462776.156250 Penalty: 4339.946289 Iteration 2F: 3 clusters Score -462776.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -462918.656250 Penalty: 4339.946289 Iteration 3Q: 3 clusters Score -462918.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -463018.875000 Penalty: 4339.946289 Iteration 4Q: 3 clusters Score -463018.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -463119.625000 Penalty: 4339.946289 Iteration 5Q: 3 clusters Score -463119.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -463216.375000 Penalty: 4339.946289 Iteration 6Q: 3 clusters Score -463216.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -463302.843750 Penalty: 4339.946289 Iteration 7Q: 3 clusters Score -463302.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -463384.937500 Penalty: 4339.946289 Iteration 8Q: 3 clusters Score -463384.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -463449.968750 Penalty: 4339.946289 Iteration 9Q: 3 clusters Score -463450 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -463500.125000 Penalty: 4339.946289 Iteration 10Q: 3 clusters Score -463500.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -463547.906250 Penalty: 4339.946289 Iteration 11Q: 3 clusters Score -463547.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -463592.281250 Penalty: 4339.946289 Iteration 12Q: 3 clusters Score -463592.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -463636.281250 Penalty: 4339.946289 Iteration 13Q: 3 clusters Score -463636.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -463679.156250 Penalty: 4339.946289 Iteration 14Q: 3 clusters Score -463679.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -463715.062500 Penalty: 4339.946289 Iteration 15Q: 3 clusters Score -463715.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -463745.656250 Penalty: 4339.946289 Iteration 16Q: 3 clusters Score -463745.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -463774.437500 Penalty: 4339.946289 Iteration 17Q: 3 clusters Score -463774.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -463809.687500 Penalty: 4339.946289 Iteration 18Q: 3 clusters Score -463809.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -463849.031250 Penalty: 4339.946289 Iteration 19Q: 3 clusters Score -463849 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -463890.187500 Penalty: 4339.946289 Iteration 20F: 3 clusters Score -463890.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -463935.281250 Penalty: 4339.946289 Iteration 21Q: 3 clusters Score -463935.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -463982.656250 Penalty: 4339.946289 Iteration 22Q: 3 clusters Score -463982.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -464037.687500 Penalty: 4339.946289 Iteration 23Q: 3 clusters Score -464037.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -464102.750000 Penalty: 4339.946289 Iteration 24Q: 3 clusters Score -464102.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -464156.312500 Penalty: 4339.946289 Iteration 25Q: 3 clusters Score -464156.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -464206.156250 Penalty: 4339.946289 Iteration 26Q: 3 clusters Score -464206.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -464246.875000 Penalty: 4339.946289 Iteration 27Q: 3 clusters Score -464246.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -464281.093750 Penalty: 4339.946289 Iteration 28Q: 3 clusters Score -464281.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -464311.218750 Penalty: 4339.946289 Iteration 29Q: 3 clusters Score -464311.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -464333.375000 Penalty: 4339.946289 Iteration 30Q: 3 clusters Score -464333.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -464351.687500 Penalty: 4339.946289 Iteration 31Q: 3 clusters Score -464351.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -464371.468750 Penalty: 4339.946289 Iteration 32Q: 3 clusters Score -464371.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -464389.781250 Penalty: 4339.946289 Iteration 33Q: 3 clusters Score -464389.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -464400.375000 Penalty: 4339.946289 Iteration 34Q: 3 clusters Score -464400.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -464412.750000 Penalty: 4339.946289 Iteration 35Q: 3 clusters Score -464412.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -464423.656250 Penalty: 4339.946289 Iteration 36Q: 3 clusters Score -464423.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -464439.406250 Penalty: 4339.946289 Iteration 37Q: 3 clusters Score -464439.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -464453.625000 Penalty: 4339.946289 Iteration 38Q: 3 clusters Score -464453.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -464465.375000 Penalty: 4339.946289 Iteration 39Q: 3 clusters Score -464465.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -464475.625000 Penalty: 4339.946289 Iteration 40F: 3 clusters Score -464475.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -464480.750000 Penalty: 4339.946289 Iteration 41Q: 3 clusters Score -464480.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -464486.406250 Penalty: 4339.946289 Iteration 42Q: 3 clusters Score -464486.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -464488.718750 Penalty: 4339.946289 Iteration 43Q: 3 clusters Score -464488.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -464491.375000 Penalty: 4339.946289 Iteration 44Q: 3 clusters Score -464491.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -464495.906250 Penalty: 4339.946289 Iteration 45Q: 3 clusters Score -464495.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -464499.218750 Penalty: 4339.946289 Iteration 46Q: 3 clusters Score -464499.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -464501.656250 Penalty: 4339.946289 Iteration 47Q: 3 clusters Score -464501.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -464503.937500 Penalty: 4339.946289 Iteration 48Q: 3 clusters Score -464503.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -464506.843750 Penalty: 4339.946289 Iteration 49Q: 3 clusters Score -464506.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -464509.750000 Penalty: 4339.946289 Iteration 50Q: 3 clusters Score -464509.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -464510.875000 Penalty: 4339.946289 Iteration 51Q: 3 clusters Score -464510.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -464511.500000 Penalty: 4339.946289 Iteration 52Q: 3 clusters Score -464511.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -464515.843750 Penalty: 4339.946289 Iteration 53Q: 3 clusters Score -464515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -464518.750000 Penalty: 4339.946289 Iteration 54Q: 3 clusters Score -464518.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -464519.500000 Penalty: 4339.946289 Iteration 55Q: 3 clusters Score -464519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -464519.843750 Penalty: 4339.946289 Iteration 56Q: 3 clusters Score -464519.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -464520.718750 Penalty: 4339.946289 Iteration 57Q: 3 clusters Score -464520.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -464522.843750 Penalty: 4339.946289 Iteration 58Q: 3 clusters Score -464522.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -464524.406250 Penalty: 4339.946289 Iteration 59Q: 3 clusters Score -464524.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -464524.593750 Penalty: 4339.946289 Iteration 60F: 3 clusters Score -464524.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -464525.312500 Penalty: 4339.946289 Iteration 61Q: 3 clusters Score -464525.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -464525.593750 Penalty: 4339.946289 Iteration 62Q: 3 clusters Score -464525.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -464526.750000 Penalty: 4339.946289 Iteration 63Q: 3 clusters Score -464526.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -464527.718750 Penalty: 4339.946289 Iteration 64Q: 3 clusters Score -464527.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -464529.718750 Penalty: 4339.946289 Iteration 65Q: 3 clusters Score -464529.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -464532.750000 Penalty: 4339.946289 Iteration 66Q: 3 clusters Score -464532.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -464534.843750 Penalty: 4339.946289 Iteration 67Q: 3 clusters Score -464534.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -464537.406250 Penalty: 4339.946289 Iteration 68Q: 3 clusters Score -464537.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -464539.281250 Penalty: 4339.946289 Iteration 69Q: 3 clusters Score -464539.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -464541.031250 Penalty: 4339.946289 Iteration 70Q: 3 clusters Score -464541 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -464542.031250 Penalty: 4339.946289 Iteration 71Q: 3 clusters Score -464542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -464544.062500 Penalty: 4339.946289 Iteration 72Q: 3 clusters Score -464544.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -464545.125000 Penalty: 4339.946289 Iteration 73Q: 3 clusters Score -464545.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -464547.781250 Penalty: 4339.946289 Iteration 74Q: 3 clusters Score -464547.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -464547.093750 Penalty: 4339.946289 Iteration 75Q: 3 clusters Score -464547.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -464547.093750 Penalty: 4339.946289 Iteration 76F: 3 clusters Score -464547.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Entering Unmasked Estep Score: -82361.914062 Penalty: 1775.311523 Iteration 0F: 2 clusters Score -82361.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -80199.390625 Penalty: 3550.623047 Iteration 0F: 3 clusters Score -80199.39 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -80641.882812 Penalty: 3550.623047 Iteration 1F: 3 clusters Score -80641.88 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -80815.320312 Penalty: 3550.623047 Iteration 2F: 3 clusters Score -80815.32 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -80915.289062 Penalty: 3550.623047 Iteration 3Q: 3 clusters Score -80915.29 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -80996.421875 Penalty: 3550.623047 Iteration 4Q: 3 clusters Score -80996.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -81078.210938 Penalty: 3550.623047 Iteration 5Q: 3 clusters Score -81078.21 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -81146.375000 Penalty: 3550.623047 Iteration 6Q: 3 clusters Score -81146.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -81203.593750 Penalty: 3550.623047 Iteration 7Q: 3 clusters Score -81203.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -81273.234375 Penalty: 3550.623047 Iteration 8Q: 3 clusters Score -81273.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -81324.625000 Penalty: 3550.623047 Iteration 9Q: 3 clusters Score -81324.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -81364.976562 Penalty: 3550.623047 Iteration 10Q: 3 clusters Score -81364.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -81399.375000 Penalty: 3550.623047 Iteration 11Q: 3 clusters Score -81399.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -81430.562500 Penalty: 3550.623047 Iteration 12Q: 3 clusters Score -81430.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -81450.281250 Penalty: 3550.623047 Iteration 13Q: 3 clusters Score -81450.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -81469.734375 Penalty: 3550.623047 Iteration 14Q: 3 clusters Score -81469.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -81496.929688 Penalty: 3550.623047 Iteration 15Q: 3 clusters Score -81496.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -81513.492188 Penalty: 3550.623047 Iteration 16Q: 3 clusters Score -81513.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -81533.109375 Penalty: 3550.623047 Iteration 17Q: 3 clusters Score -81533.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -81549.101562 Penalty: 3550.623047 Iteration 18Q: 3 clusters Score -81549.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -81567.750000 Penalty: 3550.623047 Iteration 19Q: 3 clusters Score -81567.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -81579.109375 Penalty: 3550.623047 Iteration 20F: 3 clusters Score -81579.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -81603.867188 Penalty: 3550.623047 Iteration 21Q: 3 clusters Score -81603.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -81637.476562 Penalty: 3550.623047 Iteration 22Q: 3 clusters Score -81637.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -81651.437500 Penalty: 3550.623047 Iteration 23Q: 3 clusters Score -81651.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -81659.343750 Penalty: 3550.623047 Iteration 24Q: 3 clusters Score -81659.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -81686.437500 Penalty: 3550.623047 Iteration 25Q: 3 clusters Score -81686.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -81703.351562 Penalty: 3550.623047 Iteration 26Q: 3 clusters Score -81703.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -81719.742188 Penalty: 3550.623047 Iteration 27Q: 3 clusters Score -81719.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -81730.601562 Penalty: 3550.623047 Iteration 28Q: 3 clusters Score -81730.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -81756.070312 Penalty: 3550.623047 Iteration 29Q: 3 clusters Score -81756.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -81786.007812 Penalty: 3550.623047 Iteration 30Q: 3 clusters Score -81786.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -81808.484375 Penalty: 3550.623047 Iteration 31Q: 3 clusters Score -81808.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -81857.445312 Penalty: 3550.623047 Iteration 32Q: 3 clusters Score -81857.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -81905.796875 Penalty: 3550.623047 Iteration 33Q: 3 clusters Score -81905.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -81946.968750 Penalty: 3550.623047 Iteration 34Q: 3 clusters Score -81946.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -81953.445312 Penalty: 3550.623047 Iteration 35Q: 3 clusters Score -81953.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -81954.726562 Penalty: 3550.623047 Iteration 36Q: 3 clusters Score -81954.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -81954.726562 Penalty: 3550.623047 Iteration 37F: 3 clusters Score -81954.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66369 members Entering Unmasked Estep Score: -4555608.000000 Penalty: 2753.540283 Iteration 0F: 2 clusters Score -4555608 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33127 members Mstep: Class 2 contains 33242 members Entering Unmasked Estep Score: -4511306.000000 Penalty: 5507.080566 Iteration 0F: 3 clusters Score -4511306 nChanged 30786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32149 members Mstep: Class 2 contains 34220 members Entering Unmasked Estep Score: -4528733.000000 Penalty: 5507.080566 Iteration 1F: 3 clusters Score -4528733 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31213 members Mstep: Class 2 contains 35156 members Entering Unmasked Estep Score: -4529528.500000 Penalty: 5507.080566 Iteration 2Q: 3 clusters Score -4529528 nChanged 2757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29864 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -4530403.500000 Penalty: 5507.080566 Iteration 3Q: 3 clusters Score -4530404 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28011 members Mstep: Class 2 contains 38358 members Entering Unmasked Estep Score: -4531623.000000 Penalty: 5507.080566 Iteration 4Q: 3 clusters Score -4531623 nChanged 3568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25497 members Mstep: Class 2 contains 40872 members Entering Unmasked Estep Score: -4533329.000000 Penalty: 5507.080566 Iteration 5F: 3 clusters Score -4533329 nChanged 4120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 44138 members Entering Unmasked Estep Score: -4535658.000000 Penalty: 5507.080566 Iteration 6F: 3 clusters Score -4535658 nChanged 4389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 47897 members Entering Unmasked Estep Score: -4538340.000000 Penalty: 5507.080566 Iteration 7F: 3 clusters Score -4538340 nChanged 4372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 51941 members Entering Unmasked Estep Score: -4541237.000000 Penalty: 5507.080566 Iteration 8F: 3 clusters Score -4541237 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 55757 members Entering Unmasked Estep Score: -4544068.000000 Penalty: 5507.080566 Iteration 9F: 3 clusters Score -4544068 nChanged 3368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 59101 members Entering Unmasked Estep Score: -4546685.500000 Penalty: 5507.080566 Iteration 10F: 3 clusters Score -4546686 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 61880 members Entering Unmasked Estep Score: -4549183.500000 Penalty: 5507.080566 Iteration 11Q: 3 clusters Score -4549184 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 63988 members Entering Unmasked Estep Score: -4551269.500000 Penalty: 5507.080566 Iteration 12Q: 3 clusters Score -4551270 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 65191 members Entering Unmasked Estep Score: -4552432.500000 Penalty: 5507.080566 Iteration 13Q: 3 clusters Score -4552432 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 65719 members Entering Unmasked Estep Score: -4552877.500000 Penalty: 5507.080566 Iteration 14Q: 3 clusters Score -4552878 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 65909 members Entering Unmasked Estep Score: -4553048.000000 Penalty: 5507.080566 Iteration 15Q: 3 clusters Score -4553048 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 65988 members Entering Unmasked Estep Score: -4553122.500000 Penalty: 5507.080566 Iteration 16Q: 3 clusters Score -4553122 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 66035 members Entering Unmasked Estep Score: -4553170.000000 Penalty: 5507.080566 Iteration 17Q: 3 clusters Score -4553170 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 66056 members Entering Unmasked Estep Score: -4553210.000000 Penalty: 5507.080566 Iteration 18Q: 3 clusters Score -4553210 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 66074 members Entering Unmasked Estep Score: -4553229.000000 Penalty: 5507.080566 Iteration 19Q: 3 clusters Score -4553229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 66081 members Entering Unmasked Estep Score: -4553253.500000 Penalty: 5507.080566 Iteration 20F: 3 clusters Score -4553254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 66091 members Entering Unmasked Estep Score: -4553267.000000 Penalty: 5507.080566 Iteration 21Q: 3 clusters Score -4553267 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 66096 members Entering Unmasked Estep Score: -4553272.000000 Penalty: 5507.080566 Iteration 22Q: 3 clusters Score -4553272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 66099 members Entering Unmasked Estep Score: -4553279.500000 Penalty: 5507.080566 Iteration 23Q: 3 clusters Score -4553280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 66101 members Entering Unmasked Estep Score: -4553294.000000 Penalty: 5507.080566 Iteration 24Q: 3 clusters Score -4553294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 66102 members Entering Unmasked Estep Score: -4553290.000000 Penalty: 5507.080566 Iteration 25Q: 3 clusters Score -4553290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 66104 members Entering Unmasked Estep Score: -4553297.000000 Penalty: 5507.080566 Iteration 26Q: 3 clusters Score -4553297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66103 members Entering Unmasked Estep Score: -4553302.000000 Penalty: 5507.080566 Iteration 27Q: 3 clusters Score -4553302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66103 members Entering Unmasked Estep Score: -4553302.000000 Penalty: 5507.080566 Iteration 28F: 3 clusters Score -4553302 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -362505.656250 Penalty: 2107.910889 Iteration 0F: 2 clusters Score -362505.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -358038.750000 Penalty: 4215.821777 Iteration 0F: 3 clusters Score -358038.8 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -359100.406250 Penalty: 4215.821777 Iteration 1F: 3 clusters Score -359100.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -359301.718750 Penalty: 4215.821777 Iteration 2F: 3 clusters Score -359301.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -359407.906250 Penalty: 4215.821777 Iteration 3Q: 3 clusters Score -359407.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -359486.125000 Penalty: 4215.821777 Iteration 4Q: 3 clusters Score -359486.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -359541.156250 Penalty: 4215.821777 Iteration 5Q: 3 clusters Score -359541.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -359587.562500 Penalty: 4215.821777 Iteration 6Q: 3 clusters Score -359587.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -359630.468750 Penalty: 4215.821777 Iteration 7Q: 3 clusters Score -359630.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -359674.375000 Penalty: 4215.821777 Iteration 8Q: 3 clusters Score -359674.4 nChanged 80 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: -359706.562500 Penalty: 4215.821777 Iteration 9Q: 3 clusters Score -359706.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -359737.437500 Penalty: 4215.821777 Iteration 10Q: 3 clusters Score -359737.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -359766.093750 Penalty: 4215.821777 Iteration 11Q: 3 clusters Score -359766.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -359790.937500 Penalty: 4215.821777 Iteration 12Q: 3 clusters Score -359790.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -359813.187500 Penalty: 4215.821777 Iteration 13Q: 3 clusters Score -359813.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -359825.156250 Penalty: 4215.821777 Iteration 14Q: 3 clusters Score -359825.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -359834.437500 Penalty: 4215.821777 Iteration 15Q: 3 clusters Score -359834.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -359843.843750 Penalty: 4215.821777 Iteration 16Q: 3 clusters Score -359843.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -359854.156250 Penalty: 4215.821777 Iteration 17Q: 3 clusters Score -359854.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -359864.406250 Penalty: 4215.821777 Iteration 18Q: 3 clusters Score -359864.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -359871.656250 Penalty: 4215.821777 Iteration 19Q: 3 clusters Score -359871.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -359876.562500 Penalty: 4215.821777 Iteration 20F: 3 clusters Score -359876.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -359881.000000 Penalty: 4215.821777 Iteration 21Q: 3 clusters Score -359881 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -359885.406250 Penalty: 4215.821777 Iteration 22Q: 3 clusters Score -359885.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -359890.875000 Penalty: 4215.821777 Iteration 23Q: 3 clusters Score -359890.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -359893.406250 Penalty: 4215.821777 Iteration 24Q: 3 clusters Score -359893.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -359897.093750 Penalty: 4215.821777 Iteration 25Q: 3 clusters Score -359897.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -359899.468750 Penalty: 4215.821777 Iteration 26Q: 3 clusters Score -359899.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -359903.156250 Penalty: 4215.821777 Iteration 27Q: 3 clusters Score -359903.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -359907.375000 Penalty: 4215.821777 Iteration 28Q: 3 clusters Score -359907.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -359909.281250 Penalty: 4215.821777 Iteration 29Q: 3 clusters Score -359909.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -359911.843750 Penalty: 4215.821777 Iteration 30Q: 3 clusters Score -359911.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -359912.062500 Penalty: 4215.821777 Iteration 31Q: 3 clusters Score -359912.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -359912.875000 Penalty: 4215.821777 Iteration 32Q: 3 clusters Score -359912.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -359912.875000 Penalty: 4215.821777 Iteration 33F: 3 clusters Score -359912.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Entering Unmasked Estep Score: -602440.375000 Penalty: 2248.570557 Iteration 0F: 2 clusters Score -602440.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -595588.937500 Penalty: 4497.141113 Iteration 0F: 3 clusters Score -595588.9 nChanged 3596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -597541.312500 Penalty: 4497.141113 Iteration 1F: 3 clusters Score -597541.3 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -597849.000000 Penalty: 4497.141113 Iteration 2F: 3 clusters Score -597849 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -598082.812500 Penalty: 4497.141113 Iteration 3Q: 3 clusters Score -598082.8 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -598331.375000 Penalty: 4497.141113 Iteration 4Q: 3 clusters Score -598331.4 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -598548.187500 Penalty: 4497.141113 Iteration 5Q: 3 clusters Score -598548.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -598741.000000 Penalty: 4497.141113 Iteration 6Q: 3 clusters Score -598741 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -598935.625000 Penalty: 4497.141113 Iteration 7Q: 3 clusters Score -598935.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -599099.750000 Penalty: 4497.141113 Iteration 8Q: 3 clusters Score -599099.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -599263.562500 Penalty: 4497.141113 Iteration 9Q: 3 clusters Score -599263.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -599449.000000 Penalty: 4497.141113 Iteration 10Q: 3 clusters Score -599449 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -599621.250000 Penalty: 4497.141113 Iteration 11Q: 3 clusters Score -599621.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -599785.187500 Penalty: 4497.141113 Iteration 12Q: 3 clusters Score -599785.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -599936.500000 Penalty: 4497.141113 Iteration 13Q: 3 clusters Score -599936.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -600086.125000 Penalty: 4497.141113 Iteration 14Q: 3 clusters Score -600086.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -600225.750000 Penalty: 4497.141113 Iteration 15Q: 3 clusters Score -600225.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -600354.500000 Penalty: 4497.141113 Iteration 16Q: 3 clusters Score -600354.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -600444.625000 Penalty: 4497.141113 Iteration 17Q: 3 clusters Score -600444.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -600500.437500 Penalty: 4497.141113 Iteration 18Q: 3 clusters Score -600500.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -600539.500000 Penalty: 4497.141113 Iteration 19Q: 3 clusters Score -600539.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -600574.812500 Penalty: 4497.141113 Iteration 20F: 3 clusters Score -600574.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -600602.875000 Penalty: 4497.141113 Iteration 21Q: 3 clusters Score -600602.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -600630.375000 Penalty: 4497.141113 Iteration 22Q: 3 clusters Score -600630.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -600650.687500 Penalty: 4497.141113 Iteration 23Q: 3 clusters Score -600650.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -600669.250000 Penalty: 4497.141113 Iteration 24Q: 3 clusters Score -600669.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -600688.875000 Penalty: 4497.141113 Iteration 25Q: 3 clusters Score -600688.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -600703.687500 Penalty: 4497.141113 Iteration 26Q: 3 clusters Score -600703.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -600718.812500 Penalty: 4497.141113 Iteration 27Q: 3 clusters Score -600718.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -600730.437500 Penalty: 4497.141113 Iteration 28Q: 3 clusters Score -600730.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -600737.875000 Penalty: 4497.141113 Iteration 29Q: 3 clusters Score -600737.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -600750.500000 Penalty: 4497.141113 Iteration 30Q: 3 clusters Score -600750.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -600758.625000 Penalty: 4497.141113 Iteration 31Q: 3 clusters Score -600758.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -600763.062500 Penalty: 4497.141113 Iteration 32Q: 3 clusters Score -600763.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -600771.937500 Penalty: 4497.141113 Iteration 33Q: 3 clusters Score -600771.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -600783.812500 Penalty: 4497.141113 Iteration 34Q: 3 clusters Score -600783.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -600797.250000 Penalty: 4497.141113 Iteration 35Q: 3 clusters Score -600797.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -600809.125000 Penalty: 4497.141113 Iteration 36Q: 3 clusters Score -600809.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -600816.187500 Penalty: 4497.141113 Iteration 37Q: 3 clusters Score -600816.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -600824.812500 Penalty: 4497.141113 Iteration 38Q: 3 clusters Score -600824.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -600827.812500 Penalty: 4497.141113 Iteration 39Q: 3 clusters Score -600827.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -600833.812500 Penalty: 4497.141113 Iteration 40F: 3 clusters Score -600833.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -600837.875000 Penalty: 4497.141113 Iteration 41Q: 3 clusters Score -600837.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -600839.500000 Penalty: 4497.141113 Iteration 42Q: 3 clusters Score -600839.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -600847.562500 Penalty: 4497.141113 Iteration 43Q: 3 clusters Score -600847.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -600850.312500 Penalty: 4497.141113 Iteration 44Q: 3 clusters Score -600850.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -600857.125000 Penalty: 4497.141113 Iteration 45Q: 3 clusters Score -600857.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -600865.812500 Penalty: 4497.141113 Iteration 46Q: 3 clusters Score -600865.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -600868.812500 Penalty: 4497.141113 Iteration 47Q: 3 clusters Score -600868.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -600873.812500 Penalty: 4497.141113 Iteration 48Q: 3 clusters Score -600873.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -600878.187500 Penalty: 4497.141113 Iteration 49Q: 3 clusters Score -600878.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -600881.875000 Penalty: 4497.141113 Iteration 50Q: 3 clusters Score -600881.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -600883.937500 Penalty: 4497.141113 Iteration 51Q: 3 clusters Score -600883.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -600886.562500 Penalty: 4497.141113 Iteration 52Q: 3 clusters Score -600886.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -600888.875000 Penalty: 4497.141113 Iteration 53Q: 3 clusters Score -600888.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -600888.750000 Penalty: 4497.141113 Iteration 54Q: 3 clusters Score -600888.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -600891.062500 Penalty: 4497.141113 Iteration 55Q: 3 clusters Score -600891.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -600892.125000 Penalty: 4497.141113 Iteration 56Q: 3 clusters Score -600892.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -600893.750000 Penalty: 4497.141113 Iteration 57Q: 3 clusters Score -600893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -600893.750000 Penalty: 4497.141113 Iteration 58F: 3 clusters Score -600893.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Entering Unmasked Estep Score: -261449.531250 Penalty: 2070.260986 Iteration 0F: 2 clusters Score -261449.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -257347.937500 Penalty: 4140.521973 Iteration 0F: 3 clusters Score -257347.9 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -258300.171875 Penalty: 4140.521973 Iteration 1F: 3 clusters Score -258300.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -258489.203125 Penalty: 4140.521973 Iteration 2F: 3 clusters Score -258489.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -258599.671875 Penalty: 4140.521973 Iteration 3Q: 3 clusters Score -258599.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -258681.156250 Penalty: 4140.521973 Iteration 4Q: 3 clusters Score -258681.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -258746.765625 Penalty: 4140.521973 Iteration 5Q: 3 clusters Score -258746.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -258808.671875 Penalty: 4140.521973 Iteration 6Q: 3 clusters Score -258808.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -258868.281250 Penalty: 4140.521973 Iteration 7Q: 3 clusters Score -258868.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -258932.140625 Penalty: 4140.521973 Iteration 8Q: 3 clusters Score -258932.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -258984.812500 Penalty: 4140.521973 Iteration 9Q: 3 clusters Score -258984.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -259041.906250 Penalty: 4140.521973 Iteration 10Q: 3 clusters Score -259041.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -259101.375000 Penalty: 4140.521973 Iteration 11Q: 3 clusters Score -259101.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -259150.531250 Penalty: 4140.521973 Iteration 12Q: 3 clusters Score -259150.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -259202.968750 Penalty: 4140.521973 Iteration 13Q: 3 clusters Score -259203 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -259248.140625 Penalty: 4140.521973 Iteration 14Q: 3 clusters Score -259248.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -259289.062500 Penalty: 4140.521973 Iteration 15Q: 3 clusters Score -259289.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -259337.406250 Penalty: 4140.521973 Iteration 16Q: 3 clusters Score -259337.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -259398.718750 Penalty: 4140.521973 Iteration 17Q: 3 clusters Score -259398.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -259463.218750 Penalty: 4140.521973 Iteration 18Q: 3 clusters Score -259463.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -259513.421875 Penalty: 4140.521973 Iteration 19Q: 3 clusters Score -259513.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -259556.453125 Penalty: 4140.521973 Iteration 20F: 3 clusters Score -259556.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -259584.390625 Penalty: 4140.521973 Iteration 21Q: 3 clusters Score -259584.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -259604.015625 Penalty: 4140.521973 Iteration 22Q: 3 clusters Score -259604 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -259619.953125 Penalty: 4140.521973 Iteration 23Q: 3 clusters Score -259620 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -259636.781250 Penalty: 4140.521973 Iteration 24Q: 3 clusters Score -259636.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -259655.953125 Penalty: 4140.521973 Iteration 25Q: 3 clusters Score -259656 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -259677.125000 Penalty: 4140.521973 Iteration 26Q: 3 clusters Score -259677.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -259687.734375 Penalty: 4140.521973 Iteration 27Q: 3 clusters Score -259687.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -259700.437500 Penalty: 4140.521973 Iteration 28Q: 3 clusters Score -259700.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -259718.828125 Penalty: 4140.521973 Iteration 29Q: 3 clusters Score -259718.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -259733.609375 Penalty: 4140.521973 Iteration 30Q: 3 clusters Score -259733.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -259749.640625 Penalty: 4140.521973 Iteration 31Q: 3 clusters Score -259749.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -259767.968750 Penalty: 4140.521973 Iteration 32Q: 3 clusters Score -259768 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -259788.671875 Penalty: 4140.521973 Iteration 33Q: 3 clusters Score -259788.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -259802.781250 Penalty: 4140.521973 Iteration 34Q: 3 clusters Score -259802.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -259812.390625 Penalty: 4140.521973 Iteration 35Q: 3 clusters Score -259812.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -259823.015625 Penalty: 4140.521973 Iteration 36Q: 3 clusters Score -259823 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -259830.406250 Penalty: 4140.521973 Iteration 37Q: 3 clusters Score -259830.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -259843.937500 Penalty: 4140.521973 Iteration 38Q: 3 clusters Score -259843.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -259851.109375 Penalty: 4140.521973 Iteration 39Q: 3 clusters Score -259851.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -259855.859375 Penalty: 4140.521973 Iteration 40F: 3 clusters Score -259855.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -259857.140625 Penalty: 4140.521973 Iteration 41Q: 3 clusters Score -259857.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -259858.375000 Penalty: 4140.521973 Iteration 42Q: 3 clusters Score -259858.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -259859.609375 Penalty: 4140.521973 Iteration 43Q: 3 clusters Score -259859.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -259860.015625 Penalty: 4140.521973 Iteration 44Q: 3 clusters Score -259860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -259861.218750 Penalty: 4140.521973 Iteration 45Q: 3 clusters Score -259861.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -259862.375000 Penalty: 4140.521973 Iteration 46Q: 3 clusters Score -259862.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -259862.375000 Penalty: 4140.521973 Iteration 47F: 3 clusters Score -259862.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Entering Unmasked Estep Score: -952274.937500 Penalty: 2348.160156 Iteration 0F: 2 clusters Score -952274.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -942758.125000 Penalty: 4696.320312 Iteration 0F: 3 clusters Score -942758.1 nChanged 5474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -945833.375000 Penalty: 4696.320312 Iteration 1F: 3 clusters Score -945833.4 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -946323.375000 Penalty: 4696.320312 Iteration 2F: 3 clusters Score -946323.4 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -946745.937500 Penalty: 4696.320312 Iteration 3F: 3 clusters Score -946745.9 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -947104.500000 Penalty: 4696.320312 Iteration 4F: 3 clusters Score -947104.5 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -947449.250000 Penalty: 4696.320312 Iteration 5Q: 3 clusters Score -947449.2 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -947846.375000 Penalty: 4696.320312 Iteration 6F: 3 clusters Score -947846.4 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -948350.750000 Penalty: 4696.320312 Iteration 7F: 3 clusters Score -948350.8 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -948911.062500 Penalty: 4696.320312 Iteration 8F: 3 clusters Score -948911.1 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 9120 members Entering Unmasked Estep Score: -949391.750000 Penalty: 4696.320312 Iteration 9Q: 3 clusters Score -949391.8 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -949731.312500 Penalty: 4696.320312 Iteration 10Q: 3 clusters Score -949731.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -949922.437500 Penalty: 4696.320312 Iteration 11Q: 3 clusters Score -949922.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -950030.812500 Penalty: 4696.320312 Iteration 12Q: 3 clusters Score -950030.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -950092.750000 Penalty: 4696.320312 Iteration 13Q: 3 clusters Score -950092.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 10111 members Entering Unmasked Estep Score: -950133.687500 Penalty: 4696.320312 Iteration 14Q: 3 clusters Score -950133.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -950167.062500 Penalty: 4696.320312 Iteration 15Q: 3 clusters Score -950167.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -950197.500000 Penalty: 4696.320312 Iteration 16Q: 3 clusters Score -950197.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -950221.562500 Penalty: 4696.320312 Iteration 17Q: 3 clusters Score -950221.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -950242.812500 Penalty: 4696.320312 Iteration 18Q: 3 clusters Score -950242.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -950261.437500 Penalty: 4696.320312 Iteration 19Q: 3 clusters Score -950261.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -950271.875000 Penalty: 4696.320312 Iteration 20F: 3 clusters Score -950271.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -950285.000000 Penalty: 4696.320312 Iteration 21Q: 3 clusters Score -950285 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -950295.812500 Penalty: 4696.320312 Iteration 22Q: 3 clusters Score -950295.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -950304.312500 Penalty: 4696.320312 Iteration 23Q: 3 clusters Score -950304.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -950316.500000 Penalty: 4696.320312 Iteration 24Q: 3 clusters Score -950316.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 10750 members Entering Unmasked Estep Score: -950326.812500 Penalty: 4696.320312 Iteration 25Q: 3 clusters Score -950326.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 10788 members Entering Unmasked Estep Score: -950335.812500 Penalty: 4696.320312 Iteration 26Q: 3 clusters Score -950335.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -950348.437500 Penalty: 4696.320312 Iteration 27Q: 3 clusters Score -950348.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -950363.250000 Penalty: 4696.320312 Iteration 28Q: 3 clusters Score -950363.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -950378.937500 Penalty: 4696.320312 Iteration 29Q: 3 clusters Score -950378.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -950396.125000 Penalty: 4696.320312 Iteration 30Q: 3 clusters Score -950396.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 11033 members Entering Unmasked Estep Score: -950414.937500 Penalty: 4696.320312 Iteration 31Q: 3 clusters Score -950414.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -950429.062500 Penalty: 4696.320312 Iteration 32Q: 3 clusters Score -950429.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -950444.125000 Penalty: 4696.320312 Iteration 33Q: 3 clusters Score -950444.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -950455.687500 Penalty: 4696.320312 Iteration 34Q: 3 clusters Score -950455.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -950463.625000 Penalty: 4696.320312 Iteration 35Q: 3 clusters Score -950463.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -950467.750000 Penalty: 4696.320312 Iteration 36Q: 3 clusters Score -950467.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -950473.687500 Penalty: 4696.320312 Iteration 37Q: 3 clusters Score -950473.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -950479.500000 Penalty: 4696.320312 Iteration 38Q: 3 clusters Score -950479.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -950483.875000 Penalty: 4696.320312 Iteration 39Q: 3 clusters Score -950483.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -950483.125000 Penalty: 4696.320312 Iteration 40F: 3 clusters Score -950483.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -950484.625000 Penalty: 4696.320312 Iteration 41Q: 3 clusters Score -950484.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -950487.000000 Penalty: 4696.320312 Iteration 42Q: 3 clusters Score -950487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -950488.875000 Penalty: 4696.320312 Iteration 43Q: 3 clusters Score -950488.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -950493.437500 Penalty: 4696.320312 Iteration 44Q: 3 clusters Score -950493.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -950493.250000 Penalty: 4696.320312 Iteration 45Q: 3 clusters Score -950493.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -950495.250000 Penalty: 4696.320312 Iteration 46Q: 3 clusters Score -950495.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -950499.375000 Penalty: 4696.320312 Iteration 47Q: 3 clusters Score -950499.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -950501.750000 Penalty: 4696.320312 Iteration 48Q: 3 clusters Score -950501.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -950503.125000 Penalty: 4696.320312 Iteration 49Q: 3 clusters Score -950503.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -950504.875000 Penalty: 4696.320312 Iteration 50Q: 3 clusters Score -950504.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -950503.875000 Penalty: 4696.320312 Iteration 51Q: 3 clusters Score -950503.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -950503.937500 Penalty: 4696.320312 Iteration 52Q: 3 clusters Score -950503.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -950503.437500 Penalty: 4696.320312 Iteration 53Q: 3 clusters Score -950503.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -950503.437500 Penalty: 4696.320312 Iteration 54F: 3 clusters Score -950503.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Entering Unmasked Estep Score: -696763.312500 Penalty: 2272.537842 Iteration 0F: 2 clusters Score -696763.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -689388.000000 Penalty: 4545.075684 Iteration 0F: 3 clusters Score -689388 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -692045.687500 Penalty: 4545.075684 Iteration 1F: 3 clusters Score -692045.7 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -692906.312500 Penalty: 4545.075684 Iteration 2F: 3 clusters Score -692906.3 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -693709.187500 Penalty: 4545.075684 Iteration 3F: 3 clusters Score -693709.2 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -694408.250000 Penalty: 4545.075684 Iteration 4F: 3 clusters Score -694408.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -694933.375000 Penalty: 4545.075684 Iteration 5F: 3 clusters Score -694933.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -695281.937500 Penalty: 4545.075684 Iteration 6Q: 3 clusters Score -695281.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -695488.125000 Penalty: 4545.075684 Iteration 7Q: 3 clusters Score -695488.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -695598.812500 Penalty: 4545.075684 Iteration 8Q: 3 clusters Score -695598.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -695657.062500 Penalty: 4545.075684 Iteration 9Q: 3 clusters Score -695657.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -695692.687500 Penalty: 4545.075684 Iteration 10Q: 3 clusters Score -695692.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -695722.187500 Penalty: 4545.075684 Iteration 11Q: 3 clusters Score -695722.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -695747.312500 Penalty: 4545.075684 Iteration 12Q: 3 clusters Score -695747.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -695776.687500 Penalty: 4545.075684 Iteration 13Q: 3 clusters Score -695776.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -695811.937500 Penalty: 4545.075684 Iteration 14Q: 3 clusters Score -695811.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -695861.250000 Penalty: 4545.075684 Iteration 15Q: 3 clusters Score -695861.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -695909.062500 Penalty: 4545.075684 Iteration 16Q: 3 clusters Score -695909.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -695963.062500 Penalty: 4545.075684 Iteration 17Q: 3 clusters Score -695963.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -696014.875000 Penalty: 4545.075684 Iteration 18Q: 3 clusters Score -696014.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -696086.625000 Penalty: 4545.075684 Iteration 19Q: 3 clusters Score -696086.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -696148.250000 Penalty: 4545.075684 Iteration 20F: 3 clusters Score -696148.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -696210.187500 Penalty: 4545.075684 Iteration 21Q: 3 clusters Score -696210.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -696260.000000 Penalty: 4545.075684 Iteration 22Q: 3 clusters Score -696260 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -696296.062500 Penalty: 4545.075684 Iteration 23Q: 3 clusters Score -696296.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -696323.500000 Penalty: 4545.075684 Iteration 24Q: 3 clusters Score -696323.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -696342.937500 Penalty: 4545.075684 Iteration 25Q: 3 clusters Score -696342.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -696356.875000 Penalty: 4545.075684 Iteration 26Q: 3 clusters Score -696356.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -696364.687500 Penalty: 4545.075684 Iteration 27Q: 3 clusters Score -696364.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -696372.187500 Penalty: 4545.075684 Iteration 28Q: 3 clusters Score -696372.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -696379.250000 Penalty: 4545.075684 Iteration 29Q: 3 clusters Score -696379.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -696389.000000 Penalty: 4545.075684 Iteration 30Q: 3 clusters Score -696389 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -696390.687500 Penalty: 4545.075684 Iteration 31Q: 3 clusters Score -696390.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -696393.437500 Penalty: 4545.075684 Iteration 32Q: 3 clusters Score -696393.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -696394.750000 Penalty: 4545.075684 Iteration 33Q: 3 clusters Score -696394.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -696397.937500 Penalty: 4545.075684 Iteration 34Q: 3 clusters Score -696397.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -696399.187500 Penalty: 4545.075684 Iteration 35Q: 3 clusters Score -696399.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -696402.187500 Penalty: 4545.075684 Iteration 36Q: 3 clusters Score -696402.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -696402.875000 Penalty: 4545.075684 Iteration 37Q: 3 clusters Score -696402.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -696405.062500 Penalty: 4545.075684 Iteration 38Q: 3 clusters Score -696405.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -696406.375000 Penalty: 4545.075684 Iteration 39Q: 3 clusters Score -696406.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -696405.375000 Penalty: 4545.075684 Iteration 40F: 3 clusters Score -696405.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -696408.562500 Penalty: 4545.075684 Iteration 41Q: 3 clusters Score -696408.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -696408.062500 Penalty: 4545.075684 Iteration 42Q: 3 clusters Score -696408.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -696408.062500 Penalty: 4545.075684 Iteration 43F: 3 clusters Score -696408.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Entering Unmasked Estep Score: -95453.156250 Penalty: 1801.131836 Iteration 0F: 2 clusters Score -95453.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -93219.218750 Penalty: 3602.263672 Iteration 0F: 3 clusters Score -93219.22 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -93567.671875 Penalty: 3602.263672 Iteration 1F: 3 clusters Score -93567.67 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -93670.609375 Penalty: 3602.263672 Iteration 2F: 3 clusters Score -93670.61 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -93716.101562 Penalty: 3602.263672 Iteration 3Q: 3 clusters Score -93716.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -93745.632812 Penalty: 3602.263672 Iteration 4Q: 3 clusters Score -93745.63 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -93760.976562 Penalty: 3602.263672 Iteration 5Q: 3 clusters Score -93760.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -93772.546875 Penalty: 3602.263672 Iteration 6Q: 3 clusters Score -93772.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -93783.820312 Penalty: 3602.263672 Iteration 7Q: 3 clusters Score -93783.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -93795.312500 Penalty: 3602.263672 Iteration 8Q: 3 clusters Score -93795.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -93805.679688 Penalty: 3602.263672 Iteration 9Q: 3 clusters Score -93805.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -93809.234375 Penalty: 3602.263672 Iteration 10Q: 3 clusters Score -93809.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -93813.171875 Penalty: 3602.263672 Iteration 11Q: 3 clusters Score -93813.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -93813.578125 Penalty: 3602.263672 Iteration 12Q: 3 clusters Score -93813.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -93814.085938 Penalty: 3602.263672 Iteration 13Q: 3 clusters Score -93814.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -93815.734375 Penalty: 3602.263672 Iteration 14Q: 3 clusters Score -93815.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -93816.460938 Penalty: 3602.263672 Iteration 15Q: 3 clusters Score -93816.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -93817.039062 Penalty: 3602.263672 Iteration 16Q: 3 clusters Score -93817.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -93817.039062 Penalty: 3602.263672 Iteration 17F: 3 clusters Score -93817.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Entering Unmasked Estep Score: -180390.171875 Penalty: 1934.643555 Iteration 0F: 2 clusters Score -180390.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -177449.187500 Penalty: 3869.287109 Iteration 0F: 3 clusters Score -177449.2 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -177995.468750 Penalty: 3869.287109 Iteration 1F: 3 clusters Score -177995.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -178147.453125 Penalty: 3869.287109 Iteration 2F: 3 clusters Score -178147.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -178213.093750 Penalty: 3869.287109 Iteration 3Q: 3 clusters Score -178213.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -178250.281250 Penalty: 3869.287109 Iteration 4Q: 3 clusters Score -178250.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -178281.546875 Penalty: 3869.287109 Iteration 5Q: 3 clusters Score -178281.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -178312.109375 Penalty: 3869.287109 Iteration 6Q: 3 clusters Score -178312.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -178334.562500 Penalty: 3869.287109 Iteration 7Q: 3 clusters Score -178334.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -178347.468750 Penalty: 3869.287109 Iteration 8Q: 3 clusters Score -178347.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -178355.484375 Penalty: 3869.287109 Iteration 9Q: 3 clusters Score -178355.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -178362.218750 Penalty: 3869.287109 Iteration 10Q: 3 clusters Score -178362.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -178366.937500 Penalty: 3869.287109 Iteration 11Q: 3 clusters Score -178366.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -178371.031250 Penalty: 3869.287109 Iteration 12Q: 3 clusters Score -178371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -178373.578125 Penalty: 3869.287109 Iteration 13Q: 3 clusters Score -178373.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -178374.703125 Penalty: 3869.287109 Iteration 14Q: 3 clusters Score -178374.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -178375.656250 Penalty: 3869.287109 Iteration 15Q: 3 clusters Score -178375.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -178375.656250 Penalty: 3869.287109 Iteration 16F: 3 clusters Score -178375.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (57398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57398 members Entering Unmasked Estep Score: -4215662.000000 Penalty: 2717.525635 Iteration 0F: 2 clusters Score -4215662 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 28586 members Entering Unmasked Estep Score: -4177113.750000 Penalty: 5435.051270 Iteration 0F: 3 clusters Score -4177114 nChanged 26503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30405 members Mstep: Class 2 contains 26993 members Entering Unmasked Estep Score: -4192028.000000 Penalty: 5435.051270 Iteration 1F: 3 clusters Score -4192028 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31451 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -4192777.000000 Penalty: 5435.051270 Iteration 2Q: 3 clusters Score -4192777 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33147 members Mstep: Class 2 contains 24251 members Entering Unmasked Estep Score: -4193870.250000 Penalty: 5435.051270 Iteration 3Q: 3 clusters Score -4193870 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35440 members Mstep: Class 2 contains 21958 members Entering Unmasked Estep Score: -4195561.500000 Penalty: 5435.051270 Iteration 4F: 3 clusters Score -4195562 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38471 members Mstep: Class 2 contains 18927 members Entering Unmasked Estep Score: -4198185.000000 Penalty: 5435.051270 Iteration 5F: 3 clusters Score -4198185 nChanged 4363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42052 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -4201764.000000 Penalty: 5435.051270 Iteration 6F: 3 clusters Score -4201764 nChanged 4291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45611 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -4205568.000000 Penalty: 5435.051270 Iteration 7F: 3 clusters Score -4205568 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48333 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -4208211.000000 Penalty: 5435.051270 Iteration 8F: 3 clusters Score -4208211 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50183 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -4209779.000000 Penalty: 5435.051270 Iteration 9Q: 3 clusters Score -4209779 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51519 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -4210712.000000 Penalty: 5435.051270 Iteration 10Q: 3 clusters Score -4210712 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52506 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -4211360.500000 Penalty: 5435.051270 Iteration 11Q: 3 clusters Score -4211360 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53302 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -4211842.000000 Penalty: 5435.051270 Iteration 12Q: 3 clusters Score -4211842 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53897 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -4212219.500000 Penalty: 5435.051270 Iteration 13Q: 3 clusters Score -4212220 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54385 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -4212506.500000 Penalty: 5435.051270 Iteration 14Q: 3 clusters Score -4212506 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54801 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -4212734.000000 Penalty: 5435.051270 Iteration 15Q: 3 clusters Score -4212734 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55095 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -4212879.500000 Penalty: 5435.051270 Iteration 16Q: 3 clusters Score -4212880 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55356 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -4212997.500000 Penalty: 5435.051270 Iteration 17Q: 3 clusters Score -4212998 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55548 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -4213091.000000 Penalty: 5435.051270 Iteration 18Q: 3 clusters Score -4213091 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55707 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -4213163.000000 Penalty: 5435.051270 Iteration 19Q: 3 clusters Score -4213163 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55831 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -4213216.000000 Penalty: 5435.051270 Iteration 20F: 3 clusters Score -4213216 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55930 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -4213258.000000 Penalty: 5435.051270 Iteration 21Q: 3 clusters Score -4213258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55999 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -4213293.000000 Penalty: 5435.051270 Iteration 22Q: 3 clusters Score -4213293 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56059 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -4213307.500000 Penalty: 5435.051270 Iteration 23Q: 3 clusters Score -4213308 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56122 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -4213341.000000 Penalty: 5435.051270 Iteration 24Q: 3 clusters Score -4213341 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56173 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -4213374.500000 Penalty: 5435.051270 Iteration 25Q: 3 clusters Score -4213374 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56218 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -4213392.500000 Penalty: 5435.051270 Iteration 26Q: 3 clusters Score -4213392 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56252 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -4213389.500000 Penalty: 5435.051270 Iteration 27Q: 3 clusters Score -4213390 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56280 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -4213406.000000 Penalty: 5435.051270 Iteration 28Q: 3 clusters Score -4213406 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56300 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -4213407.500000 Penalty: 5435.051270 Iteration 29Q: 3 clusters Score -4213408 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56314 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -4213405.500000 Penalty: 5435.051270 Iteration 30Q: 3 clusters Score -4213406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56325 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -4213407.500000 Penalty: 5435.051270 Iteration 31Q: 3 clusters Score -4213408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56337 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -4213413.500000 Penalty: 5435.051270 Iteration 32Q: 3 clusters Score -4213414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56347 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -4213417.500000 Penalty: 5435.051270 Iteration 33Q: 3 clusters Score -4213418 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56361 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -4213426.000000 Penalty: 5435.051270 Iteration 34Q: 3 clusters Score -4213426 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56373 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -4213429.500000 Penalty: 5435.051270 Iteration 35Q: 3 clusters Score -4213430 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56383 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -4213429.500000 Penalty: 5435.051270 Iteration 36Q: 3 clusters Score -4213430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56391 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -4213431.000000 Penalty: 5435.051270 Iteration 37Q: 3 clusters Score -4213431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56400 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -4213430.000000 Penalty: 5435.051270 Iteration 38Q: 3 clusters Score -4213430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56407 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -4213438.500000 Penalty: 5435.051270 Iteration 39Q: 3 clusters Score -4213438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56411 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -4213444.500000 Penalty: 5435.051270 Iteration 40F: 3 clusters Score -4213444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56415 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -4213444.000000 Penalty: 5435.051270 Iteration 41Q: 3 clusters Score -4213444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56417 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -4213448.000000 Penalty: 5435.051270 Iteration 42Q: 3 clusters Score -4213448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56419 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4213454.000000 Penalty: 5435.051270 Iteration 43Q: 3 clusters Score -4213454 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56419 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4213454.000000 Penalty: 5435.051270 Iteration 44F: 3 clusters Score -4213454 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Entering Unmasked Estep Score: -430044.156250 Penalty: 2151.708984 Iteration 0F: 2 clusters Score -430044.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -425042.031250 Penalty: 4303.417969 Iteration 0F: 3 clusters Score -425042 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -426201.531250 Penalty: 4303.417969 Iteration 1F: 3 clusters Score -426201.5 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -426440.281250 Penalty: 4303.417969 Iteration 2F: 3 clusters Score -426440.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -426585.625000 Penalty: 4303.417969 Iteration 3Q: 3 clusters Score -426585.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -426676.812500 Penalty: 4303.417969 Iteration 4Q: 3 clusters Score -426676.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -426746.937500 Penalty: 4303.417969 Iteration 5Q: 3 clusters Score -426746.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -426799.718750 Penalty: 4303.417969 Iteration 6Q: 3 clusters Score -426799.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -426840.375000 Penalty: 4303.417969 Iteration 7Q: 3 clusters Score -426840.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -426896.031250 Penalty: 4303.417969 Iteration 8Q: 3 clusters Score -426896 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -426936.156250 Penalty: 4303.417969 Iteration 9Q: 3 clusters Score -426936.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -426961.781250 Penalty: 4303.417969 Iteration 10Q: 3 clusters Score -426961.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -426983.781250 Penalty: 4303.417969 Iteration 11Q: 3 clusters Score -426983.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -427004.812500 Penalty: 4303.417969 Iteration 12Q: 3 clusters Score -427004.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -427017.812500 Penalty: 4303.417969 Iteration 13Q: 3 clusters Score -427017.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -427027.812500 Penalty: 4303.417969 Iteration 14Q: 3 clusters Score -427027.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -427037.500000 Penalty: 4303.417969 Iteration 15Q: 3 clusters Score -427037.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -427046.468750 Penalty: 4303.417969 Iteration 16Q: 3 clusters Score -427046.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -427054.218750 Penalty: 4303.417969 Iteration 17Q: 3 clusters Score -427054.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -427060.062500 Penalty: 4303.417969 Iteration 18Q: 3 clusters Score -427060.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -427068.187500 Penalty: 4303.417969 Iteration 19Q: 3 clusters Score -427068.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -427074.093750 Penalty: 4303.417969 Iteration 20F: 3 clusters Score -427074.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -427080.968750 Penalty: 4303.417969 Iteration 21Q: 3 clusters Score -427081 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -427086.687500 Penalty: 4303.417969 Iteration 22Q: 3 clusters Score -427086.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -427097.062500 Penalty: 4303.417969 Iteration 23Q: 3 clusters Score -427097.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -427107.281250 Penalty: 4303.417969 Iteration 24Q: 3 clusters Score -427107.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -427116.812500 Penalty: 4303.417969 Iteration 25Q: 3 clusters Score -427116.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -427125.031250 Penalty: 4303.417969 Iteration 26Q: 3 clusters Score -427125 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -427129.250000 Penalty: 4303.417969 Iteration 27Q: 3 clusters Score -427129.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -427136.687500 Penalty: 4303.417969 Iteration 28Q: 3 clusters Score -427136.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -427146.000000 Penalty: 4303.417969 Iteration 29Q: 3 clusters Score -427146 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -427156.031250 Penalty: 4303.417969 Iteration 30Q: 3 clusters Score -427156 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -427166.593750 Penalty: 4303.417969 Iteration 31Q: 3 clusters Score -427166.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -427175.093750 Penalty: 4303.417969 Iteration 32Q: 3 clusters Score -427175.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -427192.531250 Penalty: 4303.417969 Iteration 33Q: 3 clusters Score -427192.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -427205.750000 Penalty: 4303.417969 Iteration 34Q: 3 clusters Score -427205.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -427215.125000 Penalty: 4303.417969 Iteration 35Q: 3 clusters Score -427215.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -427227.406250 Penalty: 4303.417969 Iteration 36Q: 3 clusters Score -427227.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -427233.968750 Penalty: 4303.417969 Iteration 37Q: 3 clusters Score -427234 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -427241.343750 Penalty: 4303.417969 Iteration 38Q: 3 clusters Score -427241.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -427249.656250 Penalty: 4303.417969 Iteration 39Q: 3 clusters Score -427249.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -427257.937500 Penalty: 4303.417969 Iteration 40F: 3 clusters Score -427257.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -427271.125000 Penalty: 4303.417969 Iteration 41Q: 3 clusters Score -427271.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -427283.656250 Penalty: 4303.417969 Iteration 42Q: 3 clusters Score -427283.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -427292.843750 Penalty: 4303.417969 Iteration 43Q: 3 clusters Score -427292.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -427302.468750 Penalty: 4303.417969 Iteration 44Q: 3 clusters Score -427302.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -427313.625000 Penalty: 4303.417969 Iteration 45Q: 3 clusters Score -427313.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -427327.156250 Penalty: 4303.417969 Iteration 46Q: 3 clusters Score -427327.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -427337.500000 Penalty: 4303.417969 Iteration 47Q: 3 clusters Score -427337.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -427347.906250 Penalty: 4303.417969 Iteration 48Q: 3 clusters Score -427347.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -427358.437500 Penalty: 4303.417969 Iteration 49Q: 3 clusters Score -427358.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -427372.812500 Penalty: 4303.417969 Iteration 50Q: 3 clusters Score -427372.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -427383.812500 Penalty: 4303.417969 Iteration 51Q: 3 clusters Score -427383.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -427394.062500 Penalty: 4303.417969 Iteration 52Q: 3 clusters Score -427394.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -427405.187500 Penalty: 4303.417969 Iteration 53Q: 3 clusters Score -427405.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -427415.562500 Penalty: 4303.417969 Iteration 54Q: 3 clusters Score -427415.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -427434.312500 Penalty: 4303.417969 Iteration 55Q: 3 clusters Score -427434.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -427450.500000 Penalty: 4303.417969 Iteration 56Q: 3 clusters Score -427450.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -427470.718750 Penalty: 4303.417969 Iteration 57Q: 3 clusters Score -427470.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -427500.343750 Penalty: 4303.417969 Iteration 58Q: 3 clusters Score -427500.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -427534.937500 Penalty: 4303.417969 Iteration 59Q: 3 clusters Score -427534.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -427575.968750 Penalty: 4303.417969 Iteration 60F: 3 clusters Score -427576 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -427612.093750 Penalty: 4303.417969 Iteration 61Q: 3 clusters Score -427612.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -427641.531250 Penalty: 4303.417969 Iteration 62Q: 3 clusters Score -427641.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -427674.593750 Penalty: 4303.417969 Iteration 63Q: 3 clusters Score -427674.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -427705.875000 Penalty: 4303.417969 Iteration 64Q: 3 clusters Score -427705.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -427732.906250 Penalty: 4303.417969 Iteration 65Q: 3 clusters Score -427732.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -427754.031250 Penalty: 4303.417969 Iteration 66Q: 3 clusters Score -427754 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -427775.156250 Penalty: 4303.417969 Iteration 67Q: 3 clusters Score -427775.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -427794.562500 Penalty: 4303.417969 Iteration 68Q: 3 clusters Score -427794.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -427816.000000 Penalty: 4303.417969 Iteration 69Q: 3 clusters Score -427816 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -427836.218750 Penalty: 4303.417969 Iteration 70Q: 3 clusters Score -427836.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -427856.593750 Penalty: 4303.417969 Iteration 71Q: 3 clusters Score -427856.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -427870.343750 Penalty: 4303.417969 Iteration 72Q: 3 clusters Score -427870.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -427882.156250 Penalty: 4303.417969 Iteration 73Q: 3 clusters Score -427882.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -427894.250000 Penalty: 4303.417969 Iteration 74Q: 3 clusters Score -427894.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -427906.093750 Penalty: 4303.417969 Iteration 75Q: 3 clusters Score -427906.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427917.187500 Penalty: 4303.417969 Iteration 76Q: 3 clusters Score -427917.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -427923.593750 Penalty: 4303.417969 Iteration 77Q: 3 clusters Score -427923.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -427928.593750 Penalty: 4303.417969 Iteration 78Q: 3 clusters Score -427928.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -427934.406250 Penalty: 4303.417969 Iteration 79Q: 3 clusters Score -427934.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -427945.687500 Penalty: 4303.417969 Iteration 80F: 3 clusters Score -427945.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -427956.843750 Penalty: 4303.417969 Iteration 81Q: 3 clusters Score -427956.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -427962.093750 Penalty: 4303.417969 Iteration 82Q: 3 clusters Score -427962.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -427966.750000 Penalty: 4303.417969 Iteration 83Q: 3 clusters Score -427966.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -427973.031250 Penalty: 4303.417969 Iteration 84Q: 3 clusters Score -427973 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -427975.156250 Penalty: 4303.417969 Iteration 85Q: 3 clusters Score -427975.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -427977.718750 Penalty: 4303.417969 Iteration 86Q: 3 clusters Score -427977.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -427981.562500 Penalty: 4303.417969 Iteration 87Q: 3 clusters Score -427981.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -427983.968750 Penalty: 4303.417969 Iteration 88Q: 3 clusters Score -427984 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -427985.687500 Penalty: 4303.417969 Iteration 89Q: 3 clusters Score -427985.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -427987.906250 Penalty: 4303.417969 Iteration 90Q: 3 clusters Score -427987.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -427988.687500 Penalty: 4303.417969 Iteration 91Q: 3 clusters Score -427988.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -427988.250000 Penalty: 4303.417969 Iteration 92Q: 3 clusters Score -427988.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427988.906250 Penalty: 4303.417969 Iteration 93Q: 3 clusters Score -427988.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -427989.750000 Penalty: 4303.417969 Iteration 94Q: 3 clusters Score -427989.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427991.187500 Penalty: 4303.417969 Iteration 95Q: 3 clusters Score -427991.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427992.125000 Penalty: 4303.417969 Iteration 96Q: 3 clusters Score -427992.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -427993.781250 Penalty: 4303.417969 Iteration 97Q: 3 clusters Score -427993.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -427993.656250 Penalty: 4303.417969 Iteration 98Q: 3 clusters Score -427993.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427994.312500 Penalty: 4303.417969 Iteration 99Q: 3 clusters Score -427994.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -427994.312500 Penalty: 4303.417969 Iteration 100F: 3 clusters Score -427994.3 nChanged 0 --- Evaluating fit on full set of 1565213 points --- Entering Unmasked Estep Score: -107064376.000000 Penalty: 49522.984375 20->15 Clusters: Score -107064376.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 521737 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26091 members Mstep: Class 2 contains 26193 members Mstep: Class 3 contains 26084 members Mstep: Class 4 contains 26105 members Mstep: Class 5 contains 25868 members Mstep: Class 6 contains 26169 members Mstep: Class 7 contains 26180 members Mstep: Class 8 contains 25947 members Mstep: Class 9 contains 25926 members Mstep: Class 10 contains 25955 members Mstep: Class 11 contains 26302 members Mstep: Class 12 contains 26058 members Mstep: Class 13 contains 25820 members Mstep: Class 14 contains 26117 members Mstep: Class 15 contains 26198 members Mstep: Class 16 contains 25880 members Mstep: Class 17 contains 26209 members Mstep: Class 18 contains 26007 members Mstep: Class 19 contains 26388 members Mstep: Class 20 contains 26240 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 927.331177 but Gain 3264.898438 Score: -33503130.000000 Penalty: 62033.097656 Iteration 0F: 20 clusters Score -3.350313e+07 nChanged 489563 Entering Unmasked Mstep Mstep: Class 0 contains 1608 members Mstep: Class 1 contains 18098 members Mstep: Class 2 contains 20661 members Mstep: Class 3 contains 31175 members Mstep: Class 4 contains 51854 members Mstep: Class 5 contains 16788 members Mstep: Class 6 contains 16081 members Mstep: Class 7 contains 34504 members Mstep: Class 8 contains 21816 members Mstep: Class 9 contains 28235 members Mstep: Class 10 contains 29205 members Mstep: Class 11 contains 37802 members Mstep: Class 12 contains 19991 members Mstep: Class 13 contains 19255 members Mstep: Class 14 contains 49747 members Mstep: Class 15 contains 20860 members Mstep: Class 16 contains 16266 members Mstep: Class 17 contains 37318 members Mstep: Class 19 contains 23095 members Mstep: Class 20 contains 27378 members Entering Unmasked Estep ConsiderDeletion Score: -34781220.000000 Penalty: 62033.097656 Iteration 1F: 20 clusters Score -3.478122e+07 nChanged 153607 Entering Unmasked Mstep Mstep: Class 0 contains 1118 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 19871 members Mstep: Class 3 contains 36790 members Mstep: Class 4 contains 50644 members Mstep: Class 5 contains 13922 members Mstep: Class 6 contains 11511 members Mstep: Class 7 contains 43909 members Mstep: Class 8 contains 20643 members Mstep: Class 9 contains 21717 members Mstep: Class 10 contains 26325 members Mstep: Class 11 contains 40383 members Mstep: Class 12 contains 14795 members Mstep: Class 13 contains 16233 members Mstep: Class 14 contains 54533 members Mstep: Class 15 contains 21391 members Mstep: Class 16 contains 11899 members Mstep: Class 17 contains 48608 members Mstep: Class 19 contains 22219 members Mstep: Class 20 contains 30865 members Entering Unmasked Estep ConsiderDeletion Score: -35039908.000000 Penalty: 62033.097656 Iteration 2F: 20 clusters Score -3.503991e+07 nChanged 118776 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 17537 members Mstep: Class 3 contains 41658 members Mstep: Class 4 contains 51872 members Mstep: Class 5 contains 12918 members Mstep: Class 6 contains 10332 members Mstep: Class 7 contains 49620 members Mstep: Class 8 contains 20260 members Mstep: Class 9 contains 18127 members Mstep: Class 10 contains 24477 members Mstep: Class 11 contains 41523 members Mstep: Class 12 contains 11474 members Mstep: Class 13 contains 14760 members Mstep: Class 14 contains 59589 members Mstep: Class 15 contains 15125 members Mstep: Class 16 contains 8478 members Mstep: Class 17 contains 57847 members Mstep: Class 19 contains 22391 members Mstep: Class 20 contains 31910 members Entering Unmasked Estep ConsiderDeletion Score: -35179596.000000 Penalty: 62033.097656 Iteration 3F: 20 clusters Score -3.51796e+07 nChanged 91941 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 14955 members Mstep: Class 3 contains 45561 members Mstep: Class 4 contains 57356 members Mstep: Class 5 contains 12277 members Mstep: Class 6 contains 9640 members Mstep: Class 7 contains 51499 members Mstep: Class 8 contains 18807 members Mstep: Class 9 contains 16150 members Mstep: Class 10 contains 23400 members Mstep: Class 11 contains 41695 members Mstep: Class 12 contains 9255 members Mstep: Class 13 contains 14467 members Mstep: Class 14 contains 65981 members Mstep: Class 15 contains 6800 members Mstep: Class 16 contains 6574 members Mstep: Class 17 contains 63901 members Mstep: Class 19 contains 22931 members Mstep: Class 20 contains 30521 members Entering Unmasked Estep ConsiderDeletion Score: -35262452.000000 Penalty: 62033.097656 Iteration 4F: 20 clusters Score -3.526245e+07 nChanged 75472 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 12374 members Mstep: Class 3 contains 48158 members Mstep: Class 4 contains 65419 members Mstep: Class 5 contains 11116 members Mstep: Class 6 contains 9139 members Mstep: Class 7 contains 50689 members Mstep: Class 8 contains 16792 members Mstep: Class 9 contains 14258 members Mstep: Class 10 contains 21979 members Mstep: Class 11 contains 41504 members Mstep: Class 12 contains 7408 members Mstep: Class 13 contains 14194 members Mstep: Class 14 contains 73208 members Mstep: Class 15 contains 3484 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 67524 members Mstep: Class 19 contains 22819 members Mstep: Class 20 contains 28124 members Entering Unmasked Estep ConsiderDeletion Score: -35322792.000000 Penalty: 62033.097656 Iteration 5F: 20 clusters Score -3.532279e+07 nChanged 66953 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 10107 members Mstep: Class 3 contains 49906 members Mstep: Class 4 contains 76092 members Mstep: Class 5 contains 9273 members Mstep: Class 6 contains 9103 members Mstep: Class 7 contains 48515 members Mstep: Class 8 contains 14735 members Mstep: Class 9 contains 11520 members Mstep: Class 10 contains 19894 members Mstep: Class 11 contains 41663 members Mstep: Class 12 contains 5863 members Mstep: Class 13 contains 13655 members Mstep: Class 14 contains 80775 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 3999 members Mstep: Class 17 contains 70000 members Mstep: Class 19 contains 21895 members Mstep: Class 20 contains 25130 members Entering Unmasked Estep ConsiderDeletion Score: -35371584.000000 Penalty: 62033.097656 Iteration 6F: 20 clusters Score -3.537158e+07 nChanged 60871 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 8017 members Mstep: Class 3 contains 51167 members Mstep: Class 4 contains 88046 members Mstep: Class 5 contains 7118 members Mstep: Class 6 contains 9536 members Mstep: Class 7 contains 45635 members Mstep: Class 8 contains 12827 members Mstep: Class 9 contains 8237 members Mstep: Class 10 contains 17430 members Mstep: Class 11 contains 42346 members Mstep: Class 12 contains 4602 members Mstep: Class 13 contains 13113 members Mstep: Class 14 contains 88295 members Mstep: Class 15 contains 2657 members Mstep: Class 16 contains 2925 members Mstep: Class 17 contains 71990 members Mstep: Class 19 contains 20299 members Mstep: Class 20 contains 21846 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 2540.997070 but Gain 3264.898438 Score: -35414864.000000 Penalty: 58768.199219 Iteration 7F: 19 clusters Score -3.541486e+07 nChanged 57485 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 6261 members Mstep: Class 3 contains 52083 members Mstep: Class 4 contains 100457 members Mstep: Class 5 contains 5168 members Mstep: Class 6 contains 10124 members Mstep: Class 7 contains 42418 members Mstep: Class 8 contains 11248 members Mstep: Class 9 contains 5314 members Mstep: Class 10 contains 14709 members Mstep: Class 11 contains 43190 members Mstep: Class 12 contains 3588 members Mstep: Class 13 contains 12717 members Mstep: Class 14 contains 96065 members Mstep: Class 15 contains 2642 members Mstep: Class 17 contains 73541 members Mstep: Class 19 contains 18404 members Mstep: Class 20 contains 19138 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 3129.809326 but Gain 3264.902344 Score: -35457240.000000 Penalty: 55503.296875 Iteration 8F: 18 clusters Score -3.545724e+07 nChanged 51994 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 4791 members Mstep: Class 3 contains 52520 members Mstep: Class 4 contains 111358 members Mstep: Class 5 contains 3613 members Mstep: Class 6 contains 10486 members Mstep: Class 7 contains 39490 members Mstep: Class 8 contains 10018 members Mstep: Class 10 contains 12044 members Mstep: Class 11 contains 43672 members Mstep: Class 12 contains 2772 members Mstep: Class 13 contains 12142 members Mstep: Class 14 contains 103881 members Mstep: Class 15 contains 2638 members Mstep: Class 17 contains 74715 members Mstep: Class 19 contains 16585 members Mstep: Class 20 contains 17035 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2553.732910 but Gain 3264.898438 Score: -35495844.000000 Penalty: 52238.398438 Iteration 9F: 17 clusters Score -3.549584e+07 nChanged 43702 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3658 members Mstep: Class 3 contains 52708 members Mstep: Class 4 contains 117632 members Mstep: Class 5 contains 2458 members Mstep: Class 6 contains 10673 members Mstep: Class 7 contains 36636 members Mstep: Class 8 contains 9565 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 43463 members Mstep: Class 13 contains 11569 members Mstep: Class 14 contains 111482 members Mstep: Class 15 contains 2631 members Mstep: Class 17 contains 75765 members Mstep: Class 19 contains 14733 members Mstep: Class 20 contains 15500 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 2025.004883 but Gain 3264.898438 Score: -35525624.000000 Penalty: 48973.500000 Iteration 10F: 16 clusters Score -3.552562e+07 nChanged 37144 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 2745 members Mstep: Class 3 contains 52891 members Mstep: Class 4 contains 122370 members Mstep: Class 6 contains 11589 members Mstep: Class 7 contains 34428 members Mstep: Class 8 contains 9431 members Mstep: Class 10 contains 7478 members Mstep: Class 11 contains 42434 members Mstep: Class 13 contains 10722 members Mstep: Class 14 contains 118421 members Mstep: Class 15 contains 2625 members Mstep: Class 17 contains 75936 members Mstep: Class 19 contains 12847 members Mstep: Class 20 contains 14322 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 3042.609375 but Gain 3264.902344 Score: -35548360.000000 Penalty: 45708.597656 Iteration 11F: 15 clusters Score -3.554836e+07 nChanged 31867 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3408 members Mstep: Class 3 contains 53763 members Mstep: Class 4 contains 123967 members Mstep: Class 6 contains 11809 members Mstep: Class 7 contains 32735 members Mstep: Class 8 contains 9575 members Mstep: Class 10 contains 5972 members Mstep: Class 11 contains 41089 members Mstep: Class 13 contains 10471 members Mstep: Class 14 contains 125247 members Mstep: Class 15 contains 2618 members Mstep: Class 17 contains 76319 members Mstep: Class 19 contains 11188 members Mstep: Class 20 contains 13551 members Entering Unmasked Estep ConsiderDeletion Score: -35565540.000000 Penalty: 45708.597656 Iteration 12F: 15 clusters Score -3.556554e+07 nChanged 25067 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3376 members Mstep: Class 3 contains 54398 members Mstep: Class 4 contains 124397 members Mstep: Class 6 contains 12049 members Mstep: Class 7 contains 31231 members Mstep: Class 8 contains 9584 members Mstep: Class 10 contains 4693 members Mstep: Class 11 contains 39424 members Mstep: Class 13 contains 9750 members Mstep: Class 14 contains 131416 members Mstep: Class 15 contains 2617 members Mstep: Class 17 contains 76259 members Mstep: Class 19 contains 9500 members Mstep: Class 20 contains 13018 members Entering Unmasked Estep ConsiderDeletion Score: -35576436.000000 Penalty: 45708.597656 Iteration 13Q: 15 clusters Score -3.557644e+07 nChanged 20692 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3391 members Mstep: Class 3 contains 55005 members Mstep: Class 4 contains 124154 members Mstep: Class 6 contains 12214 members Mstep: Class 7 contains 29896 members Mstep: Class 8 contains 9576 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 37641 members Mstep: Class 13 contains 9002 members Mstep: Class 14 contains 137325 members Mstep: Class 15 contains 2613 members Mstep: Class 17 contains 76462 members Mstep: Class 19 contains 8021 members Mstep: Class 20 contains 12609 members Entering Unmasked Estep ConsiderDeletion Score: -35585040.000000 Penalty: 45708.597656 Iteration 14Q: 15 clusters Score -3.558504e+07 nChanged 17503 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3449 members Mstep: Class 3 contains 55363 members Mstep: Class 4 contains 123402 members Mstep: Class 6 contains 12338 members Mstep: Class 7 contains 28729 members Mstep: Class 8 contains 9543 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 35815 members Mstep: Class 13 contains 8281 members Mstep: Class 14 contains 143063 members Mstep: Class 15 contains 2609 members Mstep: Class 17 contains 76820 members Mstep: Class 19 contains 6803 members Mstep: Class 20 contains 12226 members Entering Unmasked Estep ConsiderDeletion Score: -35592132.000000 Penalty: 45708.597656 Iteration 15Q: 15 clusters Score -3.559213e+07 nChanged 15107 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3570 members Mstep: Class 3 contains 55344 members Mstep: Class 4 contains 122222 members Mstep: Class 6 contains 12420 members Mstep: Class 7 contains 27652 members Mstep: Class 8 contains 9507 members Mstep: Class 10 contains 2899 members Mstep: Class 11 contains 34077 members Mstep: Class 13 contains 7696 members Mstep: Class 14 contains 148771 members Mstep: Class 15 contains 2606 members Mstep: Class 17 contains 77176 members Mstep: Class 19 contains 5865 members Mstep: Class 20 contains 11907 members Entering Unmasked Estep ConsiderDeletion Score: -35597656.000000 Penalty: 45708.597656 Iteration 16Q: 15 clusters Score -3.559766e+07 nChanged 13357 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3672 members Mstep: Class 3 contains 55121 members Mstep: Class 4 contains 120930 members Mstep: Class 6 contains 12462 members Mstep: Class 7 contains 26580 members Mstep: Class 8 contains 9460 members Mstep: Class 10 contains 2645 members Mstep: Class 11 contains 32400 members Mstep: Class 13 contains 7190 members Mstep: Class 14 contains 154282 members Mstep: Class 15 contains 2598 members Mstep: Class 17 contains 77616 members Mstep: Class 19 contains 5115 members Mstep: Class 20 contains 11641 members Entering Unmasked Estep ConsiderDeletion Score: -35602348.000000 Penalty: 45708.597656 Iteration 17Q: 15 clusters Score -3.560235e+07 nChanged 11933 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3800 members Mstep: Class 3 contains 54790 members Mstep: Class 4 contains 119486 members Mstep: Class 6 contains 12481 members Mstep: Class 7 contains 25509 members Mstep: Class 8 contains 9423 members Mstep: Class 10 contains 2490 members Mstep: Class 11 contains 30868 members Mstep: Class 13 contains 6817 members Mstep: Class 14 contains 159499 members Mstep: Class 15 contains 2597 members Mstep: Class 17 contains 78083 members Mstep: Class 19 contains 4463 members Mstep: Class 20 contains 11406 members Entering Unmasked Estep ConsiderDeletion Score: -35606384.000000 Penalty: 45708.597656 Iteration 18Q: 15 clusters Score -3.560638e+07 nChanged 10897 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3955 members Mstep: Class 3 contains 54284 members Mstep: Class 4 contains 118018 members Mstep: Class 6 contains 12488 members Mstep: Class 7 contains 24484 members Mstep: Class 8 contains 9406 members Mstep: Class 10 contains 2407 members Mstep: Class 11 contains 29495 members Mstep: Class 13 contains 6470 members Mstep: Class 14 contains 164421 members Mstep: Class 15 contains 2591 members Mstep: Class 17 contains 78573 members Mstep: Class 19 contains 3922 members Mstep: Class 20 contains 11198 members Entering Unmasked Estep ConsiderDeletion Score: -35610028.000000 Penalty: 45708.597656 Iteration 19Q: 15 clusters Score -3.561003e+07 nChanged 9984 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4130 members Mstep: Class 3 contains 53685 members Mstep: Class 4 contains 116454 members Mstep: Class 6 contains 12491 members Mstep: Class 7 contains 23473 members Mstep: Class 8 contains 9387 members Mstep: Class 10 contains 2357 members Mstep: Class 11 contains 28269 members Mstep: Class 13 contains 6212 members Mstep: Class 14 contains 169144 members Mstep: Class 15 contains 2587 members Mstep: Class 17 contains 79098 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 10997 members Entering Unmasked Estep ConsiderDeletion Score: -35613080.000000 Penalty: 45708.597656 Iteration 20F: 15 clusters Score -3.561308e+07 nChanged 9309 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4356 members Mstep: Class 3 contains 53093 members Mstep: Class 4 contains 114820 members Mstep: Class 6 contains 12464 members Mstep: Class 7 contains 22500 members Mstep: Class 8 contains 9392 members Mstep: Class 10 contains 2287 members Mstep: Class 11 contains 27177 members Mstep: Class 13 contains 5981 members Mstep: Class 14 contains 173677 members Mstep: Class 15 contains 2584 members Mstep: Class 17 contains 79576 members Mstep: Class 19 contains 2998 members Mstep: Class 20 contains 10807 members Entering Unmasked Estep ConsiderDeletion Score: -35615360.000000 Penalty: 45708.597656 Iteration 21Q: 15 clusters Score -3.561536e+07 nChanged 8446 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4566 members Mstep: Class 3 contains 52465 members Mstep: Class 4 contains 113194 members Mstep: Class 6 contains 12418 members Mstep: Class 7 contains 21598 members Mstep: Class 8 contains 9392 members Mstep: Class 10 contains 2255 members Mstep: Class 11 contains 26183 members Mstep: Class 13 contains 5776 members Mstep: Class 14 contains 177971 members Mstep: Class 15 contains 2584 members Mstep: Class 17 contains 80072 members Mstep: Class 19 contains 2613 members Mstep: Class 20 contains 10625 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2948.865723 but Gain 3264.898438 Score: -35617888.000000 Penalty: 42443.699219 Iteration 22Q: 14 clusters Score -3.561789e+07 nChanged 10096 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4787 members Mstep: Class 3 contains 51852 members Mstep: Class 4 contains 111623 members Mstep: Class 6 contains 12360 members Mstep: Class 7 contains 20679 members Mstep: Class 8 contains 9386 members Mstep: Class 10 contains 2233 members Mstep: Class 11 contains 25398 members Mstep: Class 13 contains 5581 members Mstep: Class 14 contains 184294 members Mstep: Class 15 contains 2583 members Mstep: Class 17 contains 80475 members Mstep: Class 20 contains 10461 members Entering Unmasked Estep ConsiderDeletion Score: -35622644.000000 Penalty: 42443.699219 Iteration 23Q: 14 clusters Score -3.562264e+07 nChanged 7469 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 5082 members Mstep: Class 3 contains 51005 members Mstep: Class 4 contains 109959 members Mstep: Class 6 contains 12280 members Mstep: Class 7 contains 19725 members Mstep: Class 8 contains 9392 members Mstep: Class 10 contains 2207 members Mstep: Class 11 contains 24736 members Mstep: Class 13 contains 5439 members Mstep: Class 14 contains 188515 members Mstep: Class 15 contains 2584 members Mstep: Class 17 contains 80475 members Mstep: Class 20 contains 10313 members Entering Unmasked Estep ConsiderDeletion Score: -35624052.000000 Penalty: 42443.699219 Iteration 24Q: 14 clusters Score -3.562405e+07 nChanged 6899 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 5378 members Mstep: Class 3 contains 50152 members Mstep: Class 4 contains 108404 members Mstep: Class 6 contains 12184 members Mstep: Class 7 contains 18824 members Mstep: Class 8 contains 9382 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 24166 members Mstep: Class 13 contains 5321 members Mstep: Class 14 contains 192478 members Mstep: Class 15 contains 2581 members Mstep: Class 17 contains 80480 members Mstep: Class 20 contains 10167 members Entering Unmasked Estep ConsiderDeletion Score: -35625548.000000 Penalty: 42443.699219 Iteration 25Q: 14 clusters Score -3.562555e+07 nChanged 6632 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 5700 members Mstep: Class 3 contains 49324 members Mstep: Class 4 contains 106823 members Mstep: Class 6 contains 12087 members Mstep: Class 7 contains 17891 members Mstep: Class 8 contains 9374 members Mstep: Class 10 contains 2192 members Mstep: Class 11 contains 23690 members Mstep: Class 13 contains 5232 members Mstep: Class 14 contains 196434 members Mstep: Class 15 contains 2581 members Mstep: Class 17 contains 80361 members Mstep: Class 20 contains 10023 members Entering Unmasked Estep ConsiderDeletion Score: -35626784.000000 Penalty: 42443.699219 Iteration 26Q: 14 clusters Score -3.562678e+07 nChanged 6412 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6044 members Mstep: Class 3 contains 48564 members Mstep: Class 4 contains 105240 members Mstep: Class 6 contains 11976 members Mstep: Class 7 contains 16997 members Mstep: Class 8 contains 9368 members Mstep: Class 10 contains 2197 members Mstep: Class 11 contains 23239 members Mstep: Class 13 contains 5156 members Mstep: Class 14 contains 200362 members Mstep: Class 15 contains 2580 members Mstep: Class 17 contains 80101 members Mstep: Class 20 contains 9888 members Entering Unmasked Estep ConsiderDeletion Score: -35628048.000000 Penalty: 42443.699219 Iteration 27Q: 14 clusters Score -3.562805e+07 nChanged 6362 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6463 members Mstep: Class 3 contains 47823 members Mstep: Class 4 contains 103653 members Mstep: Class 6 contains 11859 members Mstep: Class 7 contains 16160 members Mstep: Class 8 contains 9341 members Mstep: Class 10 contains 2218 members Mstep: Class 11 contains 22763 members Mstep: Class 13 contains 5074 members Mstep: Class 14 contains 204344 members Mstep: Class 15 contains 2580 members Mstep: Class 17 contains 79705 members Mstep: Class 20 contains 9729 members Entering Unmasked Estep ConsiderDeletion Score: -35629224.000000 Penalty: 42443.699219 Iteration 28Q: 14 clusters Score -3.562922e+07 nChanged 6385 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6926 members Mstep: Class 3 contains 47047 members Mstep: Class 4 contains 102088 members Mstep: Class 6 contains 11743 members Mstep: Class 7 contains 15327 members Mstep: Class 8 contains 9315 members Mstep: Class 10 contains 2241 members Mstep: Class 11 contains 22304 members Mstep: Class 13 contains 5007 members Mstep: Class 14 contains 208431 members Mstep: Class 15 contains 2579 members Mstep: Class 17 contains 79161 members Mstep: Class 20 contains 9543 members Entering Unmasked Estep ConsiderDeletion Score: -35630588.000000 Penalty: 42443.699219 Iteration 29Q: 14 clusters Score -3.563059e+07 nChanged 6578 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7431 members Mstep: Class 3 contains 46280 members Mstep: Class 4 contains 100592 members Mstep: Class 6 contains 11588 members Mstep: Class 7 contains 14477 members Mstep: Class 8 contains 9302 members Mstep: Class 10 contains 2258 members Mstep: Class 11 contains 21835 members Mstep: Class 13 contains 4912 members Mstep: Class 14 contains 212720 members Mstep: Class 15 contains 2578 members Mstep: Class 17 contains 78353 members Mstep: Class 20 contains 9386 members Entering Unmasked Estep ConsiderDeletion Score: -35632160.000000 Penalty: 42443.699219 Iteration 30Q: 14 clusters Score -3.563216e+07 nChanged 6731 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7970 members Mstep: Class 3 contains 45473 members Mstep: Class 4 contains 99063 members Mstep: Class 6 contains 11432 members Mstep: Class 7 contains 13656 members Mstep: Class 8 contains 9293 members Mstep: Class 10 contains 2283 members Mstep: Class 11 contains 21381 members Mstep: Class 13 contains 4825 members Mstep: Class 14 contains 217190 members Mstep: Class 15 contains 2578 members Mstep: Class 17 contains 77342 members Mstep: Class 20 contains 9226 members Entering Unmasked Estep ConsiderDeletion Score: -35633764.000000 Penalty: 42443.699219 Iteration 31Q: 14 clusters Score -3.563376e+07 nChanged 7163 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8590 members Mstep: Class 3 contains 44672 members Mstep: Class 4 contains 97495 members Mstep: Class 6 contains 11266 members Mstep: Class 7 contains 12884 members Mstep: Class 8 contains 9273 members Mstep: Class 10 contains 2325 members Mstep: Class 11 contains 20903 members Mstep: Class 13 contains 4739 members Mstep: Class 14 contains 221960 members Mstep: Class 15 contains 2577 members Mstep: Class 17 contains 75967 members Mstep: Class 20 contains 9061 members Entering Unmasked Estep ConsiderDeletion Score: -35635904.000000 Penalty: 42443.699219 Iteration 32Q: 14 clusters Score -3.56359e+07 nChanged 7495 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9236 members Mstep: Class 3 contains 43877 members Mstep: Class 4 contains 96050 members Mstep: Class 6 contains 11086 members Mstep: Class 7 contains 12072 members Mstep: Class 8 contains 9228 members Mstep: Class 10 contains 2345 members Mstep: Class 11 contains 20393 members Mstep: Class 13 contains 4656 members Mstep: Class 14 contains 227039 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 74229 members Mstep: Class 20 contains 8926 members Entering Unmasked Estep ConsiderDeletion Score: -35638256.000000 Penalty: 42443.699219 Iteration 33Q: 14 clusters Score -3.563826e+07 nChanged 7900 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9914 members Mstep: Class 3 contains 43008 members Mstep: Class 4 contains 94550 members Mstep: Class 6 contains 10914 members Mstep: Class 7 contains 11299 members Mstep: Class 8 contains 9175 members Mstep: Class 10 contains 2380 members Mstep: Class 11 contains 19867 members Mstep: Class 13 contains 4582 members Mstep: Class 14 contains 232418 members Mstep: Class 15 contains 2576 members Mstep: Class 17 contains 72218 members Mstep: Class 20 contains 8811 members Entering Unmasked Estep ConsiderDeletion Score: -35641228.000000 Penalty: 42443.699219 Iteration 34Q: 14 clusters Score -3.564123e+07 nChanged 8071 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10445 members Mstep: Class 3 contains 42048 members Mstep: Class 4 contains 93085 members Mstep: Class 6 contains 10735 members Mstep: Class 7 contains 10541 members Mstep: Class 8 contains 9102 members Mstep: Class 10 contains 2416 members Mstep: Class 11 contains 19384 members Mstep: Class 13 contains 4520 members Mstep: Class 14 contains 237958 members Mstep: Class 15 contains 2576 members Mstep: Class 17 contains 70186 members Mstep: Class 20 contains 8716 members Entering Unmasked Estep ConsiderDeletion Score: -35644060.000000 Penalty: 42443.699219 Iteration 35Q: 14 clusters Score -3.564406e+07 nChanged 7952 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10826 members Mstep: Class 3 contains 40992 members Mstep: Class 4 contains 91603 members Mstep: Class 6 contains 10553 members Mstep: Class 7 contains 9807 members Mstep: Class 8 contains 9027 members Mstep: Class 10 contains 2456 members Mstep: Class 11 contains 18876 members Mstep: Class 13 contains 4445 members Mstep: Class 14 contains 243377 members Mstep: Class 15 contains 2576 members Mstep: Class 17 contains 68539 members Mstep: Class 20 contains 8635 members Entering Unmasked Estep ConsiderDeletion Score: -35646704.000000 Penalty: 42443.699219 Iteration 36Q: 14 clusters Score -3.56467e+07 nChanged 7162 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10978 members Mstep: Class 3 contains 39900 members Mstep: Class 4 contains 90192 members Mstep: Class 6 contains 10380 members Mstep: Class 7 contains 9146 members Mstep: Class 8 contains 8963 members Mstep: Class 10 contains 2490 members Mstep: Class 11 contains 18349 members Mstep: Class 13 contains 4380 members Mstep: Class 14 contains 248465 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 67338 members Mstep: Class 20 contains 8557 members Entering Unmasked Estep ConsiderDeletion Score: -35648572.000000 Penalty: 42443.699219 Iteration 37Q: 14 clusters Score -3.564857e+07 nChanged 6553 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11018 members Mstep: Class 3 contains 38761 members Mstep: Class 4 contains 88753 members Mstep: Class 6 contains 10211 members Mstep: Class 7 contains 8525 members Mstep: Class 8 contains 8889 members Mstep: Class 10 contains 2526 members Mstep: Class 11 contains 17838 members Mstep: Class 13 contains 4322 members Mstep: Class 14 contains 253367 members Mstep: Class 15 contains 2576 members Mstep: Class 17 contains 66431 members Mstep: Class 20 contains 8495 members Entering Unmasked Estep ConsiderDeletion Score: -35649924.000000 Penalty: 42443.699219 Iteration 38Q: 14 clusters Score -3.564992e+07 nChanged 6060 Entering ConstructFrom: Score: -35649924.000000 Penalty: 42443.699219 Entering ConstructFrom: Trying to split cluster 1 (10948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10948 members Entering Unmasked Estep Score: -792918.687500 Penalty: 2306.626221 Iteration 0F: 2 clusters Score -792918.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -784626.062500 Penalty: 4613.252441 Iteration 0F: 3 clusters Score -784626.1 nChanged 4618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -787081.750000 Penalty: 4613.252441 Iteration 1F: 3 clusters Score -787081.8 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -787432.187500 Penalty: 4613.252441 Iteration 2F: 3 clusters Score -787432.2 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -787676.437500 Penalty: 4613.252441 Iteration 3Q: 3 clusters Score -787676.4 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -787887.687500 Penalty: 4613.252441 Iteration 4Q: 3 clusters Score -787887.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -788080.437500 Penalty: 4613.252441 Iteration 5Q: 3 clusters Score -788080.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -788259.250000 Penalty: 4613.252441 Iteration 6Q: 3 clusters Score -788259.2 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -788435.250000 Penalty: 4613.252441 Iteration 7Q: 3 clusters Score -788435.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -788615.437500 Penalty: 4613.252441 Iteration 8Q: 3 clusters Score -788615.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -788807.875000 Penalty: 4613.252441 Iteration 9Q: 3 clusters Score -788807.9 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -789057.312500 Penalty: 4613.252441 Iteration 10Q: 3 clusters Score -789057.3 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -789309.562500 Penalty: 4613.252441 Iteration 11Q: 3 clusters Score -789309.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -789582.625000 Penalty: 4613.252441 Iteration 12Q: 3 clusters Score -789582.6 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -789871.312500 Penalty: 4613.252441 Iteration 13Q: 3 clusters Score -789871.3 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -790138.625000 Penalty: 4613.252441 Iteration 14Q: 3 clusters Score -790138.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -790391.000000 Penalty: 4613.252441 Iteration 15Q: 3 clusters Score -790391 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -790531.500000 Penalty: 4613.252441 Iteration 16Q: 3 clusters Score -790531.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -790610.187500 Penalty: 4613.252441 Iteration 17Q: 3 clusters Score -790610.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -790660.250000 Penalty: 4613.252441 Iteration 18Q: 3 clusters Score -790660.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -790697.125000 Penalty: 4613.252441 Iteration 19Q: 3 clusters Score -790697.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -790720.937500 Penalty: 4613.252441 Iteration 20F: 3 clusters Score -790720.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -790739.000000 Penalty: 4613.252441 Iteration 21Q: 3 clusters Score -790739 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -790762.875000 Penalty: 4613.252441 Iteration 22Q: 3 clusters Score -790762.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -790778.437500 Penalty: 4613.252441 Iteration 23Q: 3 clusters Score -790778.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -790796.875000 Penalty: 4613.252441 Iteration 24Q: 3 clusters Score -790796.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -790812.500000 Penalty: 4613.252441 Iteration 25Q: 3 clusters Score -790812.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -790819.375000 Penalty: 4613.252441 Iteration 26Q: 3 clusters Score -790819.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -790829.937500 Penalty: 4613.252441 Iteration 27Q: 3 clusters Score -790829.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -790833.875000 Penalty: 4613.252441 Iteration 28Q: 3 clusters Score -790833.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -790840.062500 Penalty: 4613.252441 Iteration 29Q: 3 clusters Score -790840.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -790839.812500 Penalty: 4613.252441 Iteration 30Q: 3 clusters Score -790839.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -790841.062500 Penalty: 4613.252441 Iteration 31Q: 3 clusters Score -790841.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -790842.812500 Penalty: 4613.252441 Iteration 32Q: 3 clusters Score -790842.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -790845.937500 Penalty: 4613.252441 Iteration 33Q: 3 clusters Score -790845.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -790847.250000 Penalty: 4613.252441 Iteration 34Q: 3 clusters Score -790847.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -790847.687500 Penalty: 4613.252441 Iteration 35Q: 3 clusters Score -790847.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -790849.562500 Penalty: 4613.252441 Iteration 36Q: 3 clusters Score -790849.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -790852.937500 Penalty: 4613.252441 Iteration 37Q: 3 clusters Score -790852.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -790855.062500 Penalty: 4613.252441 Iteration 38Q: 3 clusters Score -790855.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -790857.500000 Penalty: 4613.252441 Iteration 39Q: 3 clusters Score -790857.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -790858.875000 Penalty: 4613.252441 Iteration 40F: 3 clusters Score -790858.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -790862.062500 Penalty: 4613.252441 Iteration 41Q: 3 clusters Score -790862.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -790863.750000 Penalty: 4613.252441 Iteration 42Q: 3 clusters Score -790863.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -790864.375000 Penalty: 4613.252441 Iteration 43Q: 3 clusters Score -790864.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -790866.687500 Penalty: 4613.252441 Iteration 44Q: 3 clusters Score -790866.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -790867.625000 Penalty: 4613.252441 Iteration 45Q: 3 clusters Score -790867.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -790868.437500 Penalty: 4613.252441 Iteration 46Q: 3 clusters Score -790868.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -790869.000000 Penalty: 4613.252441 Iteration 47Q: 3 clusters Score -790869 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -790870.250000 Penalty: 4613.252441 Iteration 48Q: 3 clusters Score -790870.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -790871.750000 Penalty: 4613.252441 Iteration 49Q: 3 clusters Score -790871.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -790870.062500 Penalty: 4613.252441 Iteration 50Q: 3 clusters Score -790870.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -790871.562500 Penalty: 4613.252441 Iteration 51Q: 3 clusters Score -790871.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -790871.562500 Penalty: 4613.252441 Iteration 52F: 3 clusters Score -790871.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (37613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37613 members Entering Unmasked Estep Score: -2661494.000000 Penalty: 2612.706055 Iteration 0F: 2 clusters Score -2661494 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18850 members Mstep: Class 2 contains 18763 members Entering Unmasked Estep Score: -2635896.250000 Penalty: 5225.412109 Iteration 0F: 3 clusters Score -2635896 nChanged 17227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19581 members Mstep: Class 2 contains 18032 members Entering Unmasked Estep Score: -2645122.000000 Penalty: 5225.412109 Iteration 1F: 3 clusters Score -2645122 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20124 members Mstep: Class 2 contains 17489 members Entering Unmasked Estep Score: -2645642.250000 Penalty: 5225.412109 Iteration 2Q: 3 clusters Score -2645642 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20894 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -2646196.500000 Penalty: 5225.412109 Iteration 3Q: 3 clusters Score -2646196 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22000 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -2646917.000000 Penalty: 5225.412109 Iteration 4Q: 3 clusters Score -2646917 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 14123 members Entering Unmasked Estep Score: -2647945.250000 Penalty: 5225.412109 Iteration 5F: 3 clusters Score -2647945 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25462 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -2649495.500000 Penalty: 5225.412109 Iteration 6F: 3 clusters Score -2649496 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27723 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -2651429.250000 Penalty: 5225.412109 Iteration 7F: 3 clusters Score -2651429 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30040 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -2653581.000000 Penalty: 5225.412109 Iteration 8F: 3 clusters Score -2653581 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32043 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -2655608.500000 Penalty: 5225.412109 Iteration 9F: 3 clusters Score -2655608 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33515 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -2657089.000000 Penalty: 5225.412109 Iteration 10Q: 3 clusters Score -2657089 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34381 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -2657914.000000 Penalty: 5225.412109 Iteration 11Q: 3 clusters Score -2657914 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34895 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -2658388.750000 Penalty: 5225.412109 Iteration 12Q: 3 clusters Score -2658389 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35247 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2658694.750000 Penalty: 5225.412109 Iteration 13Q: 3 clusters Score -2658695 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35511 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -2658907.500000 Penalty: 5225.412109 Iteration 14Q: 3 clusters Score -2658908 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35689 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -2659048.500000 Penalty: 5225.412109 Iteration 15Q: 3 clusters Score -2659048 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35831 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -2659171.500000 Penalty: 5225.412109 Iteration 16Q: 3 clusters Score -2659172 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35945 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -2659268.250000 Penalty: 5225.412109 Iteration 17Q: 3 clusters Score -2659268 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36026 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2659343.250000 Penalty: 5225.412109 Iteration 18Q: 3 clusters Score -2659343 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36091 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -2659395.250000 Penalty: 5225.412109 Iteration 19Q: 3 clusters Score -2659395 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36151 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -2659426.750000 Penalty: 5225.412109 Iteration 20F: 3 clusters Score -2659427 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36198 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2659474.000000 Penalty: 5225.412109 Iteration 21Q: 3 clusters Score -2659474 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36235 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -2659494.250000 Penalty: 5225.412109 Iteration 22Q: 3 clusters Score -2659494 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36262 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -2659518.000000 Penalty: 5225.412109 Iteration 23Q: 3 clusters Score -2659518 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36284 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2659526.250000 Penalty: 5225.412109 Iteration 24Q: 3 clusters Score -2659526 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36306 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -2659543.750000 Penalty: 5225.412109 Iteration 25Q: 3 clusters Score -2659544 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36321 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -2659550.250000 Penalty: 5225.412109 Iteration 26Q: 3 clusters Score -2659550 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2659553.750000 Penalty: 5225.412109 Iteration 27Q: 3 clusters Score -2659554 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36342 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -2659554.250000 Penalty: 5225.412109 Iteration 28Q: 3 clusters Score -2659554 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36348 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -2659554.250000 Penalty: 5225.412109 Iteration 29Q: 3 clusters Score -2659554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36353 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -2659558.250000 Penalty: 5225.412109 Iteration 30Q: 3 clusters Score -2659558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36360 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -2659560.500000 Penalty: 5225.412109 Iteration 31Q: 3 clusters Score -2659560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36368 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -2659556.750000 Penalty: 5225.412109 Iteration 32Q: 3 clusters Score -2659557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36371 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -2659559.750000 Penalty: 5225.412109 Iteration 33Q: 3 clusters Score -2659560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36372 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -2659562.750000 Penalty: 5225.412109 Iteration 34Q: 3 clusters Score -2659563 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36377 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -2659566.000000 Penalty: 5225.412109 Iteration 35Q: 3 clusters Score -2659566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36385 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -2659570.750000 Penalty: 5225.412109 Iteration 36Q: 3 clusters Score -2659571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36390 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -2659569.250000 Penalty: 5225.412109 Iteration 37Q: 3 clusters Score -2659569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36391 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -2659569.000000 Penalty: 5225.412109 Iteration 38Q: 3 clusters Score -2659569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36393 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -2659568.000000 Penalty: 5225.412109 Iteration 39Q: 3 clusters Score -2659568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36395 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -2659564.500000 Penalty: 5225.412109 Iteration 40F: 3 clusters Score -2659564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36397 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -2659567.500000 Penalty: 5225.412109 Iteration 41Q: 3 clusters Score -2659568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36399 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -2659571.500000 Penalty: 5225.412109 Iteration 42Q: 3 clusters Score -2659572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36398 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2659568.750000 Penalty: 5225.412109 Iteration 43Q: 3 clusters Score -2659569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36398 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2659568.750000 Penalty: 5225.412109 Iteration 44F: 3 clusters Score -2659569 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (87394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87394 members Entering Unmasked Estep Score: -6012426.000000 Penalty: 2821.789062 Iteration 0F: 2 clusters Score -6012426 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43869 members Mstep: Class 2 contains 43525 members Entering Unmasked Estep Score: -5953811.500000 Penalty: 5643.578125 Iteration 0F: 3 clusters Score -5953812 nChanged 41377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45922 members Mstep: Class 2 contains 41472 members Entering Unmasked Estep Score: -5977181.000000 Penalty: 5643.578125 Iteration 1F: 3 clusters Score -5977181 nChanged 3045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47501 members Mstep: Class 2 contains 39893 members Entering Unmasked Estep Score: -5977875.500000 Penalty: 5643.578125 Iteration 2Q: 3 clusters Score -5977876 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49953 members Mstep: Class 2 contains 37441 members Entering Unmasked Estep Score: -5978946.500000 Penalty: 5643.578125 Iteration 3Q: 3 clusters Score -5978946 nChanged 3984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53547 members Mstep: Class 2 contains 33847 members Entering Unmasked Estep Score: -5980628.000000 Penalty: 5643.578125 Iteration 4Q: 3 clusters Score -5980628 nChanged 5288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58689 members Mstep: Class 2 contains 28705 members Entering Unmasked Estep Score: -5983706.000000 Penalty: 5643.578125 Iteration 5F: 3 clusters Score -5983706 nChanged 6939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65578 members Mstep: Class 2 contains 21816 members Entering Unmasked Estep Score: -5988935.500000 Penalty: 5643.578125 Iteration 6F: 3 clusters Score -5988936 nChanged 7929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73487 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -5996261.000000 Penalty: 5643.578125 Iteration 7F: 3 clusters Score -5996261 nChanged 7056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80537 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -6003368.000000 Penalty: 5643.578125 Iteration 8F: 3 clusters Score -6003368 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84774 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -6007545.500000 Penalty: 5643.578125 Iteration 9Q: 3 clusters Score -6007546 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86434 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -6009107.000000 Penalty: 5643.578125 Iteration 10Q: 3 clusters Score -6009107 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86926 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -6009579.500000 Penalty: 5643.578125 Iteration 11Q: 3 clusters Score -6009580 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87084 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6009763.500000 Penalty: 5643.578125 Iteration 12Q: 3 clusters Score -6009764 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87129 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -6009830.500000 Penalty: 5643.578125 Iteration 13Q: 3 clusters Score -6009830 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87154 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -6009881.500000 Penalty: 5643.578125 Iteration 14Q: 3 clusters Score -6009882 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87171 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -6009913.500000 Penalty: 5643.578125 Iteration 15Q: 3 clusters Score -6009914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87177 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -6009924.500000 Penalty: 5643.578125 Iteration 16Q: 3 clusters Score -6009924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87178 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -6009929.500000 Penalty: 5643.578125 Iteration 17Q: 3 clusters Score -6009930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87182 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -6009936.000000 Penalty: 5643.578125 Iteration 18Q: 3 clusters Score -6009936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87181 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -6009936.000000 Penalty: 5643.578125 Iteration 19Q: 3 clusters Score -6009936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87181 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -6009936.000000 Penalty: 5643.578125 Iteration 20F: 3 clusters Score -6009936 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Entering Unmasked Estep Score: -668897.187500 Penalty: 2284.931885 Iteration 0F: 2 clusters Score -668897.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -661259.500000 Penalty: 4569.863770 Iteration 0F: 3 clusters Score -661259.5 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -663580.437500 Penalty: 4569.863770 Iteration 1F: 3 clusters Score -663580.4 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -664161.750000 Penalty: 4569.863770 Iteration 2F: 3 clusters Score -664161.8 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -664807.625000 Penalty: 4569.863770 Iteration 3F: 3 clusters Score -664807.6 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -665521.937500 Penalty: 4569.863770 Iteration 4F: 3 clusters Score -665521.9 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -666138.812500 Penalty: 4569.863770 Iteration 5F: 3 clusters Score -666138.8 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -666660.937500 Penalty: 4569.863770 Iteration 6F: 3 clusters Score -666660.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -667028.562500 Penalty: 4569.863770 Iteration 7Q: 3 clusters Score -667028.6 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -667257.125000 Penalty: 4569.863770 Iteration 8Q: 3 clusters Score -667257.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -667409.437500 Penalty: 4569.863770 Iteration 9Q: 3 clusters Score -667409.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -667527.750000 Penalty: 4569.863770 Iteration 10Q: 3 clusters Score -667527.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -667614.562500 Penalty: 4569.863770 Iteration 11Q: 3 clusters Score -667614.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -667679.562500 Penalty: 4569.863770 Iteration 12Q: 3 clusters Score -667679.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -667729.125000 Penalty: 4569.863770 Iteration 13Q: 3 clusters Score -667729.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -667770.437500 Penalty: 4569.863770 Iteration 14Q: 3 clusters Score -667770.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -667799.187500 Penalty: 4569.863770 Iteration 15Q: 3 clusters Score -667799.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -667821.687500 Penalty: 4569.863770 Iteration 16Q: 3 clusters Score -667821.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -667839.937500 Penalty: 4569.863770 Iteration 17Q: 3 clusters Score -667839.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -667850.937500 Penalty: 4569.863770 Iteration 18Q: 3 clusters Score -667850.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -667857.250000 Penalty: 4569.863770 Iteration 19Q: 3 clusters Score -667857.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -667861.875000 Penalty: 4569.863770 Iteration 20F: 3 clusters Score -667861.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -667864.875000 Penalty: 4569.863770 Iteration 21Q: 3 clusters Score -667864.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -667867.625000 Penalty: 4569.863770 Iteration 22Q: 3 clusters Score -667867.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -667868.875000 Penalty: 4569.863770 Iteration 23Q: 3 clusters Score -667868.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -667871.812500 Penalty: 4569.863770 Iteration 24Q: 3 clusters Score -667871.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -667874.312500 Penalty: 4569.863770 Iteration 25Q: 3 clusters Score -667874.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -667874.062500 Penalty: 4569.863770 Iteration 26Q: 3 clusters Score -667874.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -667874.250000 Penalty: 4569.863770 Iteration 27Q: 3 clusters Score -667874.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -667874.750000 Penalty: 4569.863770 Iteration 28Q: 3 clusters Score -667874.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -667874.750000 Penalty: 4569.863770 Iteration 29F: 3 clusters Score -667874.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Entering Unmasked Estep Score: -576186.125000 Penalty: 2226.144531 Iteration 0F: 2 clusters Score -576186.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -569883.187500 Penalty: 4452.289062 Iteration 0F: 3 clusters Score -569883.2 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -571644.562500 Penalty: 4452.289062 Iteration 1F: 3 clusters Score -571644.6 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -571958.187500 Penalty: 4452.289062 Iteration 2F: 3 clusters Score -571958.2 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -572200.687500 Penalty: 4452.289062 Iteration 3F: 3 clusters Score -572200.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -572387.937500 Penalty: 4452.289062 Iteration 4Q: 3 clusters Score -572387.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -572537.000000 Penalty: 4452.289062 Iteration 5Q: 3 clusters Score -572537 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -572658.687500 Penalty: 4452.289062 Iteration 6Q: 3 clusters Score -572658.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -572775.437500 Penalty: 4452.289062 Iteration 7Q: 3 clusters Score -572775.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -572871.062500 Penalty: 4452.289062 Iteration 8Q: 3 clusters Score -572871.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -572960.937500 Penalty: 4452.289062 Iteration 9Q: 3 clusters Score -572960.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -573041.187500 Penalty: 4452.289062 Iteration 10Q: 3 clusters Score -573041.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -573136.312500 Penalty: 4452.289062 Iteration 11Q: 3 clusters Score -573136.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -573251.687500 Penalty: 4452.289062 Iteration 12Q: 3 clusters Score -573251.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -573357.312500 Penalty: 4452.289062 Iteration 13Q: 3 clusters Score -573357.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -573458.437500 Penalty: 4452.289062 Iteration 14Q: 3 clusters Score -573458.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -573554.812500 Penalty: 4452.289062 Iteration 15Q: 3 clusters Score -573554.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -573669.125000 Penalty: 4452.289062 Iteration 16Q: 3 clusters Score -573669.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -573775.187500 Penalty: 4452.289062 Iteration 17Q: 3 clusters Score -573775.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -573875.437500 Penalty: 4452.289062 Iteration 18Q: 3 clusters Score -573875.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -573950.125000 Penalty: 4452.289062 Iteration 19Q: 3 clusters Score -573950.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -574029.750000 Penalty: 4452.289062 Iteration 20F: 3 clusters Score -574029.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -574084.500000 Penalty: 4452.289062 Iteration 21Q: 3 clusters Score -574084.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -574123.500000 Penalty: 4452.289062 Iteration 22Q: 3 clusters Score -574123.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -574154.125000 Penalty: 4452.289062 Iteration 23Q: 3 clusters Score -574154.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -574179.187500 Penalty: 4452.289062 Iteration 24Q: 3 clusters Score -574179.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -574204.250000 Penalty: 4452.289062 Iteration 25Q: 3 clusters Score -574204.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -574227.812500 Penalty: 4452.289062 Iteration 26Q: 3 clusters Score -574227.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -574241.687500 Penalty: 4452.289062 Iteration 27Q: 3 clusters Score -574241.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -574254.750000 Penalty: 4452.289062 Iteration 28Q: 3 clusters Score -574254.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -574267.250000 Penalty: 4452.289062 Iteration 29Q: 3 clusters Score -574267.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -574279.687500 Penalty: 4452.289062 Iteration 30Q: 3 clusters Score -574279.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -574297.250000 Penalty: 4452.289062 Iteration 31Q: 3 clusters Score -574297.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -574306.562500 Penalty: 4452.289062 Iteration 32Q: 3 clusters Score -574306.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -574317.187500 Penalty: 4452.289062 Iteration 33Q: 3 clusters Score -574317.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -574318.875000 Penalty: 4452.289062 Iteration 34Q: 3 clusters Score -574318.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -574320.437500 Penalty: 4452.289062 Iteration 35Q: 3 clusters Score -574320.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -574320.437500 Penalty: 4452.289062 Iteration 36F: 3 clusters Score -574320.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Entering Unmasked Estep Score: -615420.250000 Penalty: 2253.670654 Iteration 0F: 2 clusters Score -615420.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -608437.937500 Penalty: 4507.341309 Iteration 0F: 3 clusters Score -608437.9 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -610451.125000 Penalty: 4507.341309 Iteration 1F: 3 clusters Score -610451.1 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -610780.125000 Penalty: 4507.341309 Iteration 2F: 3 clusters Score -610780.1 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -611044.187500 Penalty: 4507.341309 Iteration 3F: 3 clusters Score -611044.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -611273.750000 Penalty: 4507.341309 Iteration 4Q: 3 clusters Score -611273.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -611497.375000 Penalty: 4507.341309 Iteration 5Q: 3 clusters Score -611497.4 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -611747.250000 Penalty: 4507.341309 Iteration 6Q: 3 clusters Score -611747.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -612016.125000 Penalty: 4507.341309 Iteration 7Q: 3 clusters Score -612016.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -612278.500000 Penalty: 4507.341309 Iteration 8Q: 3 clusters Score -612278.5 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -612507.375000 Penalty: 4507.341309 Iteration 9Q: 3 clusters Score -612507.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -612717.062500 Penalty: 4507.341309 Iteration 10Q: 3 clusters Score -612717.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -612907.250000 Penalty: 4507.341309 Iteration 11Q: 3 clusters Score -612907.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -613064.187500 Penalty: 4507.341309 Iteration 12Q: 3 clusters Score -613064.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -613170.562500 Penalty: 4507.341309 Iteration 13Q: 3 clusters Score -613170.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -613260.062500 Penalty: 4507.341309 Iteration 14Q: 3 clusters Score -613260.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -613320.625000 Penalty: 4507.341309 Iteration 15Q: 3 clusters Score -613320.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -613358.250000 Penalty: 4507.341309 Iteration 16Q: 3 clusters Score -613358.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -613383.625000 Penalty: 4507.341309 Iteration 17Q: 3 clusters Score -613383.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -613410.312500 Penalty: 4507.341309 Iteration 18Q: 3 clusters Score -613410.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -613432.250000 Penalty: 4507.341309 Iteration 19Q: 3 clusters Score -613432.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -613452.125000 Penalty: 4507.341309 Iteration 20F: 3 clusters Score -613452.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -613470.937500 Penalty: 4507.341309 Iteration 21Q: 3 clusters Score -613470.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -613476.187500 Penalty: 4507.341309 Iteration 22Q: 3 clusters Score -613476.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -613483.187500 Penalty: 4507.341309 Iteration 23Q: 3 clusters Score -613483.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -613487.812500 Penalty: 4507.341309 Iteration 24Q: 3 clusters Score -613487.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -613494.812500 Penalty: 4507.341309 Iteration 25Q: 3 clusters Score -613494.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -613501.812500 Penalty: 4507.341309 Iteration 26Q: 3 clusters Score -613501.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -613506.812500 Penalty: 4507.341309 Iteration 27Q: 3 clusters Score -613506.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -613509.937500 Penalty: 4507.341309 Iteration 28Q: 3 clusters Score -613509.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -613513.750000 Penalty: 4507.341309 Iteration 29Q: 3 clusters Score -613513.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -613516.625000 Penalty: 4507.341309 Iteration 30Q: 3 clusters Score -613516.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -613519.062500 Penalty: 4507.341309 Iteration 31Q: 3 clusters Score -613519.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -613518.000000 Penalty: 4507.341309 Iteration 32Q: 3 clusters Score -613518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -613518.000000 Penalty: 4507.341309 Iteration 33F: 3 clusters Score -613518 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Entering Unmasked Estep Score: -168965.312500 Penalty: 1947.597656 Iteration 0F: 2 clusters Score -168965.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -165968.625000 Penalty: 3895.195312 Iteration 0F: 3 clusters Score -165968.6 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -166519.906250 Penalty: 3895.195312 Iteration 1F: 3 clusters Score -166519.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -166628.968750 Penalty: 3895.195312 Iteration 2F: 3 clusters Score -166629 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -166692.312500 Penalty: 3895.195312 Iteration 3Q: 3 clusters Score -166692.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -166727.203125 Penalty: 3895.195312 Iteration 4Q: 3 clusters Score -166727.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -166757.312500 Penalty: 3895.195312 Iteration 5Q: 3 clusters Score -166757.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -166776.187500 Penalty: 3895.195312 Iteration 6Q: 3 clusters Score -166776.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -166795.078125 Penalty: 3895.195312 Iteration 7Q: 3 clusters Score -166795.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -166811.031250 Penalty: 3895.195312 Iteration 8Q: 3 clusters Score -166811 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -166829.515625 Penalty: 3895.195312 Iteration 9Q: 3 clusters Score -166829.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -166850.968750 Penalty: 3895.195312 Iteration 10Q: 3 clusters Score -166851 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -166865.328125 Penalty: 3895.195312 Iteration 11Q: 3 clusters Score -166865.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -166876.937500 Penalty: 3895.195312 Iteration 12Q: 3 clusters Score -166876.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -166888.718750 Penalty: 3895.195312 Iteration 13Q: 3 clusters Score -166888.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -166893.140625 Penalty: 3895.195312 Iteration 14Q: 3 clusters Score -166893.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -166895.968750 Penalty: 3895.195312 Iteration 15Q: 3 clusters Score -166896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -166901.046875 Penalty: 3895.195312 Iteration 16Q: 3 clusters Score -166901 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -166906.562500 Penalty: 3895.195312 Iteration 17Q: 3 clusters Score -166906.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -166910.984375 Penalty: 3895.195312 Iteration 18Q: 3 clusters Score -166911 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -166915.953125 Penalty: 3895.195312 Iteration 19Q: 3 clusters Score -166916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -166920.406250 Penalty: 3895.195312 Iteration 20F: 3 clusters Score -166920.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -166926.906250 Penalty: 3895.195312 Iteration 21Q: 3 clusters Score -166926.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -166935.406250 Penalty: 3895.195312 Iteration 22Q: 3 clusters Score -166935.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -166939.734375 Penalty: 3895.195312 Iteration 23Q: 3 clusters Score -166939.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -166943.734375 Penalty: 3895.195312 Iteration 24Q: 3 clusters Score -166943.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -166950.593750 Penalty: 3895.195312 Iteration 25Q: 3 clusters Score -166950.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -166954.578125 Penalty: 3895.195312 Iteration 26Q: 3 clusters Score -166954.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -166957.687500 Penalty: 3895.195312 Iteration 27Q: 3 clusters Score -166957.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -166959.796875 Penalty: 3895.195312 Iteration 28Q: 3 clusters Score -166959.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -166962.484375 Penalty: 3895.195312 Iteration 29Q: 3 clusters Score -166962.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -166964.828125 Penalty: 3895.195312 Iteration 30Q: 3 clusters Score -166964.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -166967.328125 Penalty: 3895.195312 Iteration 31Q: 3 clusters Score -166967.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -166969.671875 Penalty: 3895.195312 Iteration 32Q: 3 clusters Score -166969.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -166972.468750 Penalty: 3895.195312 Iteration 33Q: 3 clusters Score -166972.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -166973.171875 Penalty: 3895.195312 Iteration 34Q: 3 clusters Score -166973.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -166973.171875 Penalty: 3895.195312 Iteration 35F: 3 clusters Score -166973.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Entering Unmasked Estep Score: -1270181.250000 Penalty: 2420.942871 Iteration 0F: 2 clusters Score -1270181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1257818.500000 Penalty: 4841.885742 Iteration 0F: 3 clusters Score -1257818 nChanged 7570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1261930.500000 Penalty: 4841.885742 Iteration 1F: 3 clusters Score -1261930 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -1262398.000000 Penalty: 4841.885742 Iteration 2F: 3 clusters Score -1262398 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1262821.750000 Penalty: 4841.885742 Iteration 3F: 3 clusters Score -1262822 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -1263211.500000 Penalty: 4841.885742 Iteration 4Q: 3 clusters Score -1263212 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -1263617.500000 Penalty: 4841.885742 Iteration 5Q: 3 clusters Score -1263618 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1264051.750000 Penalty: 4841.885742 Iteration 6Q: 3 clusters Score -1264052 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -1264524.625000 Penalty: 4841.885742 Iteration 7Q: 3 clusters Score -1264525 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1265001.125000 Penalty: 4841.885742 Iteration 8Q: 3 clusters Score -1265001 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1265478.625000 Penalty: 4841.885742 Iteration 9Q: 3 clusters Score -1265479 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1265957.625000 Penalty: 4841.885742 Iteration 10Q: 3 clusters Score -1265958 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -1266326.250000 Penalty: 4841.885742 Iteration 11Q: 3 clusters Score -1266326 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -1266542.125000 Penalty: 4841.885742 Iteration 12Q: 3 clusters Score -1266542 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1266657.000000 Penalty: 4841.885742 Iteration 13Q: 3 clusters Score -1266657 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1266732.000000 Penalty: 4841.885742 Iteration 14Q: 3 clusters Score -1266732 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1266795.125000 Penalty: 4841.885742 Iteration 15Q: 3 clusters Score -1266795 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1266840.375000 Penalty: 4841.885742 Iteration 16Q: 3 clusters Score -1266840 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1266866.375000 Penalty: 4841.885742 Iteration 17Q: 3 clusters Score -1266866 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1266886.375000 Penalty: 4841.885742 Iteration 18Q: 3 clusters Score -1266886 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1266907.750000 Penalty: 4841.885742 Iteration 19Q: 3 clusters Score -1266908 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1266924.875000 Penalty: 4841.885742 Iteration 20F: 3 clusters Score -1266925 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1266946.000000 Penalty: 4841.885742 Iteration 21Q: 3 clusters Score -1266946 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1266974.000000 Penalty: 4841.885742 Iteration 22Q: 3 clusters Score -1266974 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1267000.750000 Penalty: 4841.885742 Iteration 23Q: 3 clusters Score -1267001 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -1267025.250000 Penalty: 4841.885742 Iteration 24Q: 3 clusters Score -1267025 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1267053.500000 Penalty: 4841.885742 Iteration 25Q: 3 clusters Score -1267054 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -1267072.125000 Penalty: 4841.885742 Iteration 26Q: 3 clusters Score -1267072 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1267092.250000 Penalty: 4841.885742 Iteration 27Q: 3 clusters Score -1267092 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -1267101.375000 Penalty: 4841.885742 Iteration 28Q: 3 clusters Score -1267101 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1267125.625000 Penalty: 4841.885742 Iteration 29Q: 3 clusters Score -1267126 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1267150.375000 Penalty: 4841.885742 Iteration 30Q: 3 clusters Score -1267150 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1267178.625000 Penalty: 4841.885742 Iteration 31Q: 3 clusters Score -1267179 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1267210.375000 Penalty: 4841.885742 Iteration 32Q: 3 clusters Score -1267210 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1267238.000000 Penalty: 4841.885742 Iteration 33Q: 3 clusters Score -1267238 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1267259.625000 Penalty: 4841.885742 Iteration 34Q: 3 clusters Score -1267260 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1267289.125000 Penalty: 4841.885742 Iteration 35Q: 3 clusters Score -1267289 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1267327.125000 Penalty: 4841.885742 Iteration 36Q: 3 clusters Score -1267327 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1267369.000000 Penalty: 4841.885742 Iteration 37Q: 3 clusters Score -1267369 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12782 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1267410.750000 Penalty: 4841.885742 Iteration 38Q: 3 clusters Score -1267411 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1267452.125000 Penalty: 4841.885742 Iteration 39Q: 3 clusters Score -1267452 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1267491.125000 Penalty: 4841.885742 Iteration 40F: 3 clusters Score -1267491 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1267522.500000 Penalty: 4841.885742 Iteration 41Q: 3 clusters Score -1267522 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13267 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1267555.375000 Penalty: 4841.885742 Iteration 42Q: 3 clusters Score -1267555 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1267581.375000 Penalty: 4841.885742 Iteration 43Q: 3 clusters Score -1267581 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13461 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1267601.750000 Penalty: 4841.885742 Iteration 44Q: 3 clusters Score -1267602 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1267627.250000 Penalty: 4841.885742 Iteration 45Q: 3 clusters Score -1267627 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13640 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1267646.375000 Penalty: 4841.885742 Iteration 46Q: 3 clusters Score -1267646 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1267665.250000 Penalty: 4841.885742 Iteration 47Q: 3 clusters Score -1267665 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1267684.750000 Penalty: 4841.885742 Iteration 48Q: 3 clusters Score -1267685 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1267700.500000 Penalty: 4841.885742 Iteration 49Q: 3 clusters Score -1267700 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1267723.750000 Penalty: 4841.885742 Iteration 50Q: 3 clusters Score -1267724 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1267748.500000 Penalty: 4841.885742 Iteration 51Q: 3 clusters Score -1267748 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1267766.500000 Penalty: 4841.885742 Iteration 52Q: 3 clusters Score -1267766 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1267778.500000 Penalty: 4841.885742 Iteration 53Q: 3 clusters Score -1267778 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1267791.125000 Penalty: 4841.885742 Iteration 54Q: 3 clusters Score -1267791 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1267809.125000 Penalty: 4841.885742 Iteration 55Q: 3 clusters Score -1267809 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1267818.750000 Penalty: 4841.885742 Iteration 56Q: 3 clusters Score -1267819 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14355 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1267829.875000 Penalty: 4841.885742 Iteration 57Q: 3 clusters Score -1267830 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1267848.375000 Penalty: 4841.885742 Iteration 58Q: 3 clusters Score -1267848 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1267871.125000 Penalty: 4841.885742 Iteration 59Q: 3 clusters Score -1267871 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -1267890.125000 Penalty: 4841.885742 Iteration 60F: 3 clusters Score -1267890 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14627 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1267908.625000 Penalty: 4841.885742 Iteration 61Q: 3 clusters Score -1267909 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1267930.250000 Penalty: 4841.885742 Iteration 62Q: 3 clusters Score -1267930 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1267944.375000 Penalty: 4841.885742 Iteration 63Q: 3 clusters Score -1267944 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1267963.000000 Penalty: 4841.885742 Iteration 64Q: 3 clusters Score -1267963 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1267980.750000 Penalty: 4841.885742 Iteration 65Q: 3 clusters Score -1267981 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1267996.750000 Penalty: 4841.885742 Iteration 66Q: 3 clusters Score -1267997 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14979 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -1268015.250000 Penalty: 4841.885742 Iteration 67Q: 3 clusters Score -1268015 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1268037.375000 Penalty: 4841.885742 Iteration 68Q: 3 clusters Score -1268037 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1268048.000000 Penalty: 4841.885742 Iteration 69Q: 3 clusters Score -1268048 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1268069.750000 Penalty: 4841.885742 Iteration 70Q: 3 clusters Score -1268070 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15222 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1268084.875000 Penalty: 4841.885742 Iteration 71Q: 3 clusters Score -1268085 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1268102.875000 Penalty: 4841.885742 Iteration 72Q: 3 clusters Score -1268103 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15340 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1268117.250000 Penalty: 4841.885742 Iteration 73Q: 3 clusters Score -1268117 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15392 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1268132.625000 Penalty: 4841.885742 Iteration 74Q: 3 clusters Score -1268133 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15440 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1268151.875000 Penalty: 4841.885742 Iteration 75Q: 3 clusters Score -1268152 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15484 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1268167.000000 Penalty: 4841.885742 Iteration 76Q: 3 clusters Score -1268167 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15526 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1268175.000000 Penalty: 4841.885742 Iteration 77Q: 3 clusters Score -1268175 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1268184.000000 Penalty: 4841.885742 Iteration 78Q: 3 clusters Score -1268184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1268197.625000 Penalty: 4841.885742 Iteration 79Q: 3 clusters Score -1268198 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1268208.125000 Penalty: 4841.885742 Iteration 80F: 3 clusters Score -1268208 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1268216.625000 Penalty: 4841.885742 Iteration 81Q: 3 clusters Score -1268217 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1268227.625000 Penalty: 4841.885742 Iteration 82Q: 3 clusters Score -1268228 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1268236.500000 Penalty: 4841.885742 Iteration 83Q: 3 clusters Score -1268236 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1268239.000000 Penalty: 4841.885742 Iteration 84Q: 3 clusters Score -1268239 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1268242.250000 Penalty: 4841.885742 Iteration 85Q: 3 clusters Score -1268242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1268247.750000 Penalty: 4841.885742 Iteration 86Q: 3 clusters Score -1268248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -1268249.375000 Penalty: 4841.885742 Iteration 87Q: 3 clusters Score -1268249 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1268254.625000 Penalty: 4841.885742 Iteration 88Q: 3 clusters Score -1268255 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -1268260.250000 Penalty: 4841.885742 Iteration 89Q: 3 clusters Score -1268260 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1268266.500000 Penalty: 4841.885742 Iteration 90Q: 3 clusters Score -1268266 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15850 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1268271.375000 Penalty: 4841.885742 Iteration 91Q: 3 clusters Score -1268271 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15864 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1268277.625000 Penalty: 4841.885742 Iteration 92Q: 3 clusters Score -1268278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1268280.375000 Penalty: 4841.885742 Iteration 93Q: 3 clusters Score -1268280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1268285.000000 Penalty: 4841.885742 Iteration 94Q: 3 clusters Score -1268285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1268286.000000 Penalty: 4841.885742 Iteration 95Q: 3 clusters Score -1268286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1268286.500000 Penalty: 4841.885742 Iteration 96Q: 3 clusters Score -1268286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15901 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1268292.750000 Penalty: 4841.885742 Iteration 97Q: 3 clusters Score -1268293 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1268293.250000 Penalty: 4841.885742 Iteration 98Q: 3 clusters Score -1268293 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1268293.000000 Penalty: 4841.885742 Iteration 99Q: 3 clusters Score -1268293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1268292.875000 Penalty: 4841.885742 Iteration 100F: 3 clusters Score -1268293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1268293.000000 Penalty: 4841.885742 Iteration 101Q: 3 clusters Score -1268293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1268294.375000 Penalty: 4841.885742 Iteration 102Q: 3 clusters Score -1268294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1268293.250000 Penalty: 4841.885742 Iteration 103Q: 3 clusters Score -1268293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1268293.250000 Penalty: 4841.885742 Iteration 104F: 3 clusters Score -1268293 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Entering Unmasked Estep Score: -265171.718750 Penalty: 2074.166748 Iteration 0F: 2 clusters Score -265171.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -261089.906250 Penalty: 4148.333496 Iteration 0F: 3 clusters Score -261089.9 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -262034.812500 Penalty: 4148.333496 Iteration 1F: 3 clusters Score -262034.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -262222.968750 Penalty: 4148.333496 Iteration 2F: 3 clusters Score -262223 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -262341.593750 Penalty: 4148.333496 Iteration 3Q: 3 clusters Score -262341.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -262432.531250 Penalty: 4148.333496 Iteration 4Q: 3 clusters Score -262432.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -262496.062500 Penalty: 4148.333496 Iteration 5Q: 3 clusters Score -262496.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -262555.843750 Penalty: 4148.333496 Iteration 6Q: 3 clusters Score -262555.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -262627.406250 Penalty: 4148.333496 Iteration 7Q: 3 clusters Score -262627.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -262697.156250 Penalty: 4148.333496 Iteration 8Q: 3 clusters Score -262697.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -262757.625000 Penalty: 4148.333496 Iteration 9Q: 3 clusters Score -262757.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -262815.875000 Penalty: 4148.333496 Iteration 10Q: 3 clusters Score -262815.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -262868.406250 Penalty: 4148.333496 Iteration 11Q: 3 clusters Score -262868.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -262916.093750 Penalty: 4148.333496 Iteration 12Q: 3 clusters Score -262916.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -262962.687500 Penalty: 4148.333496 Iteration 13Q: 3 clusters Score -262962.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -263008.406250 Penalty: 4148.333496 Iteration 14Q: 3 clusters Score -263008.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -263050.187500 Penalty: 4148.333496 Iteration 15Q: 3 clusters Score -263050.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -263097.468750 Penalty: 4148.333496 Iteration 16Q: 3 clusters Score -263097.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -263135.718750 Penalty: 4148.333496 Iteration 17Q: 3 clusters Score -263135.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -263168.312500 Penalty: 4148.333496 Iteration 18Q: 3 clusters Score -263168.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -263196.937500 Penalty: 4148.333496 Iteration 19Q: 3 clusters Score -263196.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -263220.156250 Penalty: 4148.333496 Iteration 20F: 3 clusters Score -263220.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -263240.000000 Penalty: 4148.333496 Iteration 21Q: 3 clusters Score -263240 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -263252.250000 Penalty: 4148.333496 Iteration 22Q: 3 clusters Score -263252.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -263262.906250 Penalty: 4148.333496 Iteration 23Q: 3 clusters Score -263262.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -263275.000000 Penalty: 4148.333496 Iteration 24Q: 3 clusters Score -263275 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -263281.750000 Penalty: 4148.333496 Iteration 25Q: 3 clusters Score -263281.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -263286.718750 Penalty: 4148.333496 Iteration 26Q: 3 clusters Score -263286.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -263292.500000 Penalty: 4148.333496 Iteration 27Q: 3 clusters Score -263292.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -263296.625000 Penalty: 4148.333496 Iteration 28Q: 3 clusters Score -263296.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -263300.343750 Penalty: 4148.333496 Iteration 29Q: 3 clusters Score -263300.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -263303.687500 Penalty: 4148.333496 Iteration 30Q: 3 clusters Score -263303.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -263307.750000 Penalty: 4148.333496 Iteration 31Q: 3 clusters Score -263307.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -263308.593750 Penalty: 4148.333496 Iteration 32Q: 3 clusters Score -263308.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -263309.812500 Penalty: 4148.333496 Iteration 33Q: 3 clusters Score -263309.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -263310.468750 Penalty: 4148.333496 Iteration 34Q: 3 clusters Score -263310.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -263310.937500 Penalty: 4148.333496 Iteration 35Q: 3 clusters Score -263310.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -263311.218750 Penalty: 4148.333496 Iteration 36Q: 3 clusters Score -263311.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -263311.906250 Penalty: 4148.333496 Iteration 37Q: 3 clusters Score -263311.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -263312.687500 Penalty: 4148.333496 Iteration 38Q: 3 clusters Score -263312.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -263313.281250 Penalty: 4148.333496 Iteration 39Q: 3 clusters Score -263313.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -263313.750000 Penalty: 4148.333496 Iteration 40F: 3 clusters Score -263313.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -263314.062500 Penalty: 4148.333496 Iteration 41Q: 3 clusters Score -263314.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -263314.625000 Penalty: 4148.333496 Iteration 42Q: 3 clusters Score -263314.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -263314.625000 Penalty: 4148.333496 Iteration 43F: 3 clusters Score -263314.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (258051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258051 members Entering Unmasked Estep Score: -17913382.000000 Penalty: 3090.306396 Iteration 0F: 2 clusters Score -1.791338e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129119 members Mstep: Class 2 contains 128932 members Entering Unmasked Estep Score: -17740000.000000 Penalty: 6180.612793 Iteration 0F: 3 clusters Score -1.774e+07 nChanged 124531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129842 members Mstep: Class 2 contains 128209 members Entering Unmasked Estep Score: -17813626.000000 Penalty: 6180.612793 Iteration 1F: 3 clusters Score -1.781363e+07 nChanged 7772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130438 members Mstep: Class 2 contains 127613 members Entering Unmasked Estep Score: -17815482.000000 Penalty: 6180.612793 Iteration 2Q: 3 clusters Score -1.781548e+07 nChanged 8386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131268 members Mstep: Class 2 contains 126783 members Entering Unmasked Estep Score: -17817796.000000 Penalty: 6180.612793 Iteration 3Q: 3 clusters Score -1.78178e+07 nChanged 9494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132692 members Mstep: Class 2 contains 125359 members Entering Unmasked Estep Score: -17820952.000000 Penalty: 6180.612793 Iteration 4Q: 3 clusters Score -1.782095e+07 nChanged 10979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134819 members Mstep: Class 2 contains 123232 members Entering Unmasked Estep Score: -17825232.000000 Penalty: 6180.612793 Iteration 5Q: 3 clusters Score -1.782523e+07 nChanged 12456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137741 members Mstep: Class 2 contains 120310 members Entering Unmasked Estep Score: -17830970.000000 Penalty: 6180.612793 Iteration 6Q: 3 clusters Score -1.783097e+07 nChanged 13763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141440 members Mstep: Class 2 contains 116611 members Entering Unmasked Estep Score: -17838320.000000 Penalty: 6180.612793 Iteration 7F: 3 clusters Score -1.783832e+07 nChanged 14552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145684 members Mstep: Class 2 contains 112367 members Entering Unmasked Estep Score: -17847136.000000 Penalty: 6180.612793 Iteration 8F: 3 clusters Score -1.784714e+07 nChanged 14668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149762 members Mstep: Class 2 contains 108289 members Entering Unmasked Estep Score: -17855790.000000 Penalty: 6180.612793 Iteration 9F: 3 clusters Score -1.785579e+07 nChanged 13540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153208 members Mstep: Class 2 contains 104843 members Entering Unmasked Estep Score: -17863716.000000 Penalty: 6180.612793 Iteration 10F: 3 clusters Score -1.786372e+07 nChanged 11415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156019 members Mstep: Class 2 contains 102032 members Entering Unmasked Estep Score: -17869680.000000 Penalty: 6180.612793 Iteration 11Q: 3 clusters Score -1.786968e+07 nChanged 8843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158454 members Mstep: Class 2 contains 99597 members Entering Unmasked Estep Score: -17873014.000000 Penalty: 6180.612793 Iteration 12Q: 3 clusters Score -1.787301e+07 nChanged 6268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160658 members Mstep: Class 2 contains 97393 members Entering Unmasked Estep Score: -17874590.000000 Penalty: 6180.612793 Iteration 13Q: 3 clusters Score -1.787459e+07 nChanged 4461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162893 members Mstep: Class 2 contains 95158 members Entering Unmasked Estep Score: -17875730.000000 Penalty: 6180.612793 Iteration 14Q: 3 clusters Score -1.787573e+07 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165173 members Mstep: Class 2 contains 92878 members Entering Unmasked Estep Score: -17876568.000000 Penalty: 6180.612793 Iteration 15Q: 3 clusters Score -1.787657e+07 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167627 members Mstep: Class 2 contains 90424 members Entering Unmasked Estep Score: -17877224.000000 Penalty: 6180.612793 Iteration 16Q: 3 clusters Score -1.787722e+07 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170181 members Mstep: Class 2 contains 87870 members Entering Unmasked Estep Score: -17877858.000000 Penalty: 6180.612793 Iteration 17Q: 3 clusters Score -1.787786e+07 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172848 members Mstep: Class 2 contains 85203 members Entering Unmasked Estep Score: -17878488.000000 Penalty: 6180.612793 Iteration 18Q: 3 clusters Score -1.787849e+07 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175685 members Mstep: Class 2 contains 82366 members Entering Unmasked Estep Score: -17878976.000000 Penalty: 6180.612793 Iteration 19Q: 3 clusters Score -1.787898e+07 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178731 members Mstep: Class 2 contains 79320 members Entering Unmasked Estep Score: -17879890.000000 Penalty: 6180.612793 Iteration 20F: 3 clusters Score -1.787989e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181902 members Mstep: Class 2 contains 76149 members Entering Unmasked Estep Score: -17880740.000000 Penalty: 6180.612793 Iteration 21Q: 3 clusters Score -1.788074e+07 nChanged 3475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185289 members Mstep: Class 2 contains 72762 members Entering Unmasked Estep Score: -17881576.000000 Penalty: 6180.612793 Iteration 22Q: 3 clusters Score -1.788158e+07 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188844 members Mstep: Class 2 contains 69207 members Entering Unmasked Estep Score: -17882748.000000 Penalty: 6180.612793 Iteration 23Q: 3 clusters Score -1.788275e+07 nChanged 3795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192583 members Mstep: Class 2 contains 65468 members Entering Unmasked Estep Score: -17883818.000000 Penalty: 6180.612793 Iteration 24Q: 3 clusters Score -1.788382e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196477 members Mstep: Class 2 contains 61574 members Entering Unmasked Estep Score: -17884942.000000 Penalty: 6180.612793 Iteration 25Q: 3 clusters Score -1.788494e+07 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200547 members Mstep: Class 2 contains 57504 members Entering Unmasked Estep Score: -17886124.000000 Penalty: 6180.612793 Iteration 26Q: 3 clusters Score -1.788612e+07 nChanged 4172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204701 members Mstep: Class 2 contains 53350 members Entering Unmasked Estep Score: -17887564.000000 Penalty: 6180.612793 Iteration 27Q: 3 clusters Score -1.788756e+07 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208901 members Mstep: Class 2 contains 49150 members Entering Unmasked Estep Score: -17889160.000000 Penalty: 6180.612793 Iteration 28Q: 3 clusters Score -1.788916e+07 nChanged 4267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213150 members Mstep: Class 2 contains 44901 members Entering Unmasked Estep Score: -17890880.000000 Penalty: 6180.612793 Iteration 29Q: 3 clusters Score -1.789088e+07 nChanged 4264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217398 members Mstep: Class 2 contains 40653 members Entering Unmasked Estep Score: -17892834.000000 Penalty: 6180.612793 Iteration 30Q: 3 clusters Score -1.789283e+07 nChanged 4201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221589 members Mstep: Class 2 contains 36462 members Entering Unmasked Estep Score: -17894630.000000 Penalty: 6180.612793 Iteration 31Q: 3 clusters Score -1.789463e+07 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225657 members Mstep: Class 2 contains 32394 members Entering Unmasked Estep Score: -17896488.000000 Penalty: 6180.612793 Iteration 32Q: 3 clusters Score -1.789649e+07 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229474 members Mstep: Class 2 contains 28577 members Entering Unmasked Estep Score: -17898180.000000 Penalty: 6180.612793 Iteration 33Q: 3 clusters Score -1.789818e+07 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233195 members Mstep: Class 2 contains 24856 members Entering Unmasked Estep Score: -17899888.000000 Penalty: 6180.612793 Iteration 34Q: 3 clusters Score -1.789989e+07 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236627 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -17901500.000000 Penalty: 6180.612793 Iteration 35Q: 3 clusters Score -1.79015e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239769 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -17902958.000000 Penalty: 6180.612793 Iteration 36Q: 3 clusters Score -1.790296e+07 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242707 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -17904382.000000 Penalty: 6180.612793 Iteration 37Q: 3 clusters Score -1.790438e+07 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245361 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -17905680.000000 Penalty: 6180.612793 Iteration 38Q: 3 clusters Score -1.790568e+07 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247742 members Mstep: Class 2 contains 10309 members Entering Unmasked Estep Score: -17906902.000000 Penalty: 6180.612793 Iteration 39Q: 3 clusters Score -1.79069e+07 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249740 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -17908038.000000 Penalty: 6180.612793 Iteration 40F: 3 clusters Score -1.790804e+07 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251343 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -17908742.000000 Penalty: 6180.612793 Iteration 41Q: 3 clusters Score -1.790874e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252559 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -17909454.000000 Penalty: 6180.612793 Iteration 42Q: 3 clusters Score -1.790945e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253498 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -17910048.000000 Penalty: 6180.612793 Iteration 43Q: 3 clusters Score -1.791005e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254135 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -17910394.000000 Penalty: 6180.612793 Iteration 44Q: 3 clusters Score -1.791039e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254612 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -17910744.000000 Penalty: 6180.612793 Iteration 45Q: 3 clusters Score -1.791074e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254944 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -17910980.000000 Penalty: 6180.612793 Iteration 46Q: 3 clusters Score -1.791098e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255188 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -17911112.000000 Penalty: 6180.612793 Iteration 47Q: 3 clusters Score -1.791111e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255364 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -17911208.000000 Penalty: 6180.612793 Iteration 48Q: 3 clusters Score -1.791121e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255501 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -17911316.000000 Penalty: 6180.612793 Iteration 49Q: 3 clusters Score -1.791132e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255600 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -17911370.000000 Penalty: 6180.612793 Iteration 50Q: 3 clusters Score -1.791137e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255668 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -17911414.000000 Penalty: 6180.612793 Iteration 51Q: 3 clusters Score -1.791141e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255725 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -17911438.000000 Penalty: 6180.612793 Iteration 52Q: 3 clusters Score -1.791144e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255764 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -17911446.000000 Penalty: 6180.612793 Iteration 53Q: 3 clusters Score -1.791145e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255794 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -17911488.000000 Penalty: 6180.612793 Iteration 54Q: 3 clusters Score -1.791149e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255817 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -17911488.000000 Penalty: 6180.612793 Iteration 55Q: 3 clusters Score -1.791149e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255835 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -17911476.000000 Penalty: 6180.612793 Iteration 56Q: 3 clusters Score -1.791148e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255852 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -17911496.000000 Penalty: 6180.612793 Iteration 57Q: 3 clusters Score -1.79115e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255871 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -17911502.000000 Penalty: 6180.612793 Iteration 58Q: 3 clusters Score -1.79115e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255877 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -17911538.000000 Penalty: 6180.612793 Iteration 59Q: 3 clusters Score -1.791154e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255888 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -17911522.000000 Penalty: 6180.612793 Iteration 60F: 3 clusters Score -1.791152e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255898 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -17911518.000000 Penalty: 6180.612793 Iteration 61Q: 3 clusters Score -1.791152e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255906 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -17911520.000000 Penalty: 6180.612793 Iteration 62Q: 3 clusters Score -1.791152e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255917 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -17911530.000000 Penalty: 6180.612793 Iteration 63Q: 3 clusters Score -1.791153e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255926 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -17911528.000000 Penalty: 6180.612793 Iteration 64Q: 3 clusters Score -1.791153e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255936 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -17911530.000000 Penalty: 6180.612793 Iteration 65Q: 3 clusters Score -1.791153e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255941 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -17911530.000000 Penalty: 6180.612793 Iteration 66Q: 3 clusters Score -1.791153e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255945 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -17911530.000000 Penalty: 6180.612793 Iteration 67Q: 3 clusters Score -1.791153e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255958 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -17911546.000000 Penalty: 6180.612793 Iteration 68Q: 3 clusters Score -1.791155e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255976 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -17911524.000000 Penalty: 6180.612793 Iteration 69Q: 3 clusters Score -1.791152e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255990 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -17911536.000000 Penalty: 6180.612793 Iteration 70Q: 3 clusters Score -1.791154e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256002 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -17911534.000000 Penalty: 6180.612793 Iteration 71Q: 3 clusters Score -1.791153e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256007 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -17911532.000000 Penalty: 6180.612793 Iteration 72Q: 3 clusters Score -1.791153e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256011 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -17911546.000000 Penalty: 6180.612793 Iteration 73Q: 3 clusters Score -1.791155e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256018 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -17911542.000000 Penalty: 6180.612793 Iteration 74Q: 3 clusters Score -1.791154e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256024 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -17911530.000000 Penalty: 6180.612793 Iteration 75Q: 3 clusters Score -1.791153e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256030 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -17911552.000000 Penalty: 6180.612793 Iteration 76Q: 3 clusters Score -1.791155e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256029 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -17911552.000000 Penalty: 6180.612793 Iteration 77Q: 3 clusters Score -1.791155e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256032 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -17911548.000000 Penalty: 6180.612793 Iteration 78Q: 3 clusters Score -1.791155e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256029 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -17911528.000000 Penalty: 6180.612793 Iteration 79Q: 3 clusters Score -1.791153e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256032 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -17911534.000000 Penalty: 6180.612793 Iteration 80F: 3 clusters Score -1.791153e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256038 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -17911566.000000 Penalty: 6180.612793 Iteration 81Q: 3 clusters Score -1.791157e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256042 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -17911554.000000 Penalty: 6180.612793 Iteration 82Q: 3 clusters Score -1.791155e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256046 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -17911554.000000 Penalty: 6180.612793 Iteration 83Q: 3 clusters Score -1.791155e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256054 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -17911554.000000 Penalty: 6180.612793 Iteration 84Q: 3 clusters Score -1.791155e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256063 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -17911560.000000 Penalty: 6180.612793 Iteration 85Q: 3 clusters Score -1.791156e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256065 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -17911548.000000 Penalty: 6180.612793 Iteration 86Q: 3 clusters Score -1.791155e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256070 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -17911564.000000 Penalty: 6180.612793 Iteration 87Q: 3 clusters Score -1.791156e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256072 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -17911560.000000 Penalty: 6180.612793 Iteration 88Q: 3 clusters Score -1.791156e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256076 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -17911586.000000 Penalty: 6180.612793 Iteration 89Q: 3 clusters Score -1.791159e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256083 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -17911580.000000 Penalty: 6180.612793 Iteration 90Q: 3 clusters Score -1.791158e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256087 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -17911584.000000 Penalty: 6180.612793 Iteration 91Q: 3 clusters Score -1.791158e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256091 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -17911592.000000 Penalty: 6180.612793 Iteration 92Q: 3 clusters Score -1.791159e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256092 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -17911574.000000 Penalty: 6180.612793 Iteration 93Q: 3 clusters Score -1.791157e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256093 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -17911580.000000 Penalty: 6180.612793 Iteration 94Q: 3 clusters Score -1.791158e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256096 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -17911578.000000 Penalty: 6180.612793 Iteration 95Q: 3 clusters Score -1.791158e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256099 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -17911568.000000 Penalty: 6180.612793 Iteration 96Q: 3 clusters Score -1.791157e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256103 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -17911572.000000 Penalty: 6180.612793 Iteration 97Q: 3 clusters Score -1.791157e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256105 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -17911570.000000 Penalty: 6180.612793 Iteration 98Q: 3 clusters Score -1.791157e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256104 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -17911582.000000 Penalty: 6180.612793 Iteration 99Q: 3 clusters Score -1.791158e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256104 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -17911584.000000 Penalty: 6180.612793 Iteration 100F: 3 clusters Score -1.791158e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256107 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -17911566.000000 Penalty: 6180.612793 Iteration 101Q: 3 clusters Score -1.791157e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256109 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -17911572.000000 Penalty: 6180.612793 Iteration 102Q: 3 clusters Score -1.791157e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256101 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -17911590.000000 Penalty: 6180.612793 Iteration 103Q: 3 clusters Score -1.791159e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256103 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -17911576.000000 Penalty: 6180.612793 Iteration 104Q: 3 clusters Score -1.791158e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256099 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -17911586.000000 Penalty: 6180.612793 Iteration 105Q: 3 clusters Score -1.791159e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256097 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -17911586.000000 Penalty: 6180.612793 Iteration 106Q: 3 clusters Score -1.791159e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256097 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -17911590.000000 Penalty: 6180.612793 Iteration 107Q: 3 clusters Score -1.791159e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256100 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -17911580.000000 Penalty: 6180.612793 Iteration 108Q: 3 clusters Score -1.791158e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256100 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -17911580.000000 Penalty: 6180.612793 Iteration 109F: 3 clusters Score -1.791158e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Entering Unmasked Estep Score: -166433.171875 Penalty: 1947.693970 Iteration 0F: 2 clusters Score -166433.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -163448.296875 Penalty: 3895.387939 Iteration 0F: 3 clusters Score -163448.3 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -164172.953125 Penalty: 3895.387939 Iteration 1F: 3 clusters Score -164173 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -164400.234375 Penalty: 3895.387939 Iteration 2F: 3 clusters Score -164400.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -164531.093750 Penalty: 3895.387939 Iteration 3F: 3 clusters Score -164531.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -164590.250000 Penalty: 3895.387939 Iteration 4Q: 3 clusters Score -164590.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -164660.671875 Penalty: 3895.387939 Iteration 5Q: 3 clusters Score -164660.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -164729.734375 Penalty: 3895.387939 Iteration 6Q: 3 clusters Score -164729.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -164780.812500 Penalty: 3895.387939 Iteration 7Q: 3 clusters Score -164780.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -164866.140625 Penalty: 3895.387939 Iteration 8Q: 3 clusters Score -164866.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -164991.781250 Penalty: 3895.387939 Iteration 9Q: 3 clusters Score -164991.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -165151.265625 Penalty: 3895.387939 Iteration 10Q: 3 clusters Score -165151.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -165335.078125 Penalty: 3895.387939 Iteration 11Q: 3 clusters Score -165335.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -165444.734375 Penalty: 3895.387939 Iteration 12Q: 3 clusters Score -165444.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -165532.812500 Penalty: 3895.387939 Iteration 13Q: 3 clusters Score -165532.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -165597.093750 Penalty: 3895.387939 Iteration 14Q: 3 clusters Score -165597.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -165649.406250 Penalty: 3895.387939 Iteration 15Q: 3 clusters Score -165649.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -165699.812500 Penalty: 3895.387939 Iteration 16Q: 3 clusters Score -165699.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -165727.843750 Penalty: 3895.387939 Iteration 17Q: 3 clusters Score -165727.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -165743.453125 Penalty: 3895.387939 Iteration 18Q: 3 clusters Score -165743.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -165759.265625 Penalty: 3895.387939 Iteration 19Q: 3 clusters Score -165759.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -165774.015625 Penalty: 3895.387939 Iteration 20F: 3 clusters Score -165774 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -165788.375000 Penalty: 3895.387939 Iteration 21Q: 3 clusters Score -165788.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -165800.343750 Penalty: 3895.387939 Iteration 22Q: 3 clusters Score -165800.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -165809.906250 Penalty: 3895.387939 Iteration 23Q: 3 clusters Score -165809.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -165818.187500 Penalty: 3895.387939 Iteration 24Q: 3 clusters Score -165818.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -165821.234375 Penalty: 3895.387939 Iteration 25Q: 3 clusters Score -165821.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -165824.812500 Penalty: 3895.387939 Iteration 26Q: 3 clusters Score -165824.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -165827.671875 Penalty: 3895.387939 Iteration 27Q: 3 clusters Score -165827.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -165831.421875 Penalty: 3895.387939 Iteration 28Q: 3 clusters Score -165831.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -165836.578125 Penalty: 3895.387939 Iteration 29Q: 3 clusters Score -165836.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -165845.437500 Penalty: 3895.387939 Iteration 30Q: 3 clusters Score -165845.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -165853.218750 Penalty: 3895.387939 Iteration 31Q: 3 clusters Score -165853.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -165862.593750 Penalty: 3895.387939 Iteration 32Q: 3 clusters Score -165862.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -165876.312500 Penalty: 3895.387939 Iteration 33Q: 3 clusters Score -165876.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -165895.703125 Penalty: 3895.387939 Iteration 34Q: 3 clusters Score -165895.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -165917.437500 Penalty: 3895.387939 Iteration 35Q: 3 clusters Score -165917.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -165948.218750 Penalty: 3895.387939 Iteration 36Q: 3 clusters Score -165948.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -166006.531250 Penalty: 3895.387939 Iteration 37Q: 3 clusters Score -166006.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -166096.687500 Penalty: 3895.387939 Iteration 38Q: 3 clusters Score -166096.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -166173.718750 Penalty: 3895.387939 Iteration 39Q: 3 clusters Score -166173.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -166225.765625 Penalty: 3895.387939 Iteration 40F: 3 clusters Score -166225.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -166271.515625 Penalty: 3895.387939 Iteration 41Q: 3 clusters Score -166271.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -166323.843750 Penalty: 3895.387939 Iteration 42Q: 3 clusters Score -166323.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -166408.000000 Penalty: 3895.387939 Iteration 43Q: 3 clusters Score -166408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -166458.500000 Penalty: 3895.387939 Iteration 44Q: 3 clusters Score -166458.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -166477.953125 Penalty: 3895.387939 Iteration 45Q: 3 clusters Score -166478 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -166487.046875 Penalty: 3895.387939 Iteration 46Q: 3 clusters Score -166487 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -166492.203125 Penalty: 3895.387939 Iteration 47Q: 3 clusters Score -166492.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -166494.171875 Penalty: 3895.387939 Iteration 48Q: 3 clusters Score -166494.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -166495.546875 Penalty: 3895.387939 Iteration 49Q: 3 clusters Score -166495.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -166496.390625 Penalty: 3895.387939 Iteration 50Q: 3 clusters Score -166496.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -166498.984375 Penalty: 3895.387939 Iteration 51F: 3 clusters Score -166499 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -166503.812500 Penalty: 3895.387939 Iteration 52Q: 3 clusters Score -166503.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -166503.812500 Penalty: 3895.387939 Iteration 53F: 3 clusters Score -166503.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10948 members Mstep: Class 2 contains 685 members Mstep: Class 3 contains 37613 members Mstep: Class 4 contains 87394 members Mstep: Class 6 contains 10031 members Mstep: Class 7 contains 7914 members Mstep: Class 8 contains 8843 members Mstep: Class 10 contains 2574 members Mstep: Class 11 contains 17359 members Mstep: Class 13 contains 4288 members Mstep: Class 14 contains 258051 members Mstep: Class 15 contains 1890 members Mstep: Class 17 contains 65687 members Mstep: Class 20 contains 8435 members Entering Unmasked Estep Score: -35649292.000000 Penalty: 45708.597656 Splitting cluster 15 changes total score from -35649924.000000 to -35649292.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (65687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65687 members Entering Unmasked Estep Score: -4801867.000000 Penalty: 2750.978760 Iteration 0F: 2 clusters Score -4801867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32746 members Mstep: Class 2 contains 32941 members Entering Unmasked Estep Score: -4757765.000000 Penalty: 5501.957520 Iteration 0F: 3 clusters Score -4757765 nChanged 30710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31960 members Mstep: Class 2 contains 33727 members Entering Unmasked Estep Score: -4774446.500000 Penalty: 5501.957520 Iteration 1F: 3 clusters Score -4774446 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 34454 members Entering Unmasked Estep Score: -4774974.500000 Penalty: 5501.957520 Iteration 2Q: 3 clusters Score -4774974 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30201 members Mstep: Class 2 contains 35486 members Entering Unmasked Estep Score: -4775568.000000 Penalty: 5501.957520 Iteration 3Q: 3 clusters Score -4775568 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28694 members Mstep: Class 2 contains 36993 members Entering Unmasked Estep Score: -4776337.500000 Penalty: 5501.957520 Iteration 4Q: 3 clusters Score -4776338 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 39233 members Entering Unmasked Estep Score: -4777483.500000 Penalty: 5501.957520 Iteration 5Q: 3 clusters Score -4777484 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23155 members Mstep: Class 2 contains 42532 members Entering Unmasked Estep Score: -4779483.500000 Penalty: 5501.957520 Iteration 6F: 3 clusters Score -4779484 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 46961 members Entering Unmasked Estep Score: -4782788.000000 Penalty: 5501.957520 Iteration 7F: 3 clusters Score -4782788 nChanged 5336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 52131 members Entering Unmasked Estep Score: -4787331.000000 Penalty: 5501.957520 Iteration 8F: 3 clusters Score -4787331 nChanged 5009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 57044 members Entering Unmasked Estep Score: -4791821.000000 Penalty: 5501.957520 Iteration 9F: 3 clusters Score -4791821 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 60817 members Entering Unmasked Estep Score: -4795329.500000 Penalty: 5501.957520 Iteration 10F: 3 clusters Score -4795330 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 63161 members Entering Unmasked Estep Score: -4797414.500000 Penalty: 5501.957520 Iteration 11Q: 3 clusters Score -4797414 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 64370 members Entering Unmasked Estep Score: -4798501.000000 Penalty: 5501.957520 Iteration 12Q: 3 clusters Score -4798501 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 64915 members Entering Unmasked Estep Score: -4798961.000000 Penalty: 5501.957520 Iteration 13Q: 3 clusters Score -4798961 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 65140 members Entering Unmasked Estep Score: -4799165.000000 Penalty: 5501.957520 Iteration 14Q: 3 clusters Score -4799165 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 65252 members Entering Unmasked Estep Score: -4799279.000000 Penalty: 5501.957520 Iteration 15Q: 3 clusters Score -4799279 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 65302 members Entering Unmasked Estep Score: -4799349.000000 Penalty: 5501.957520 Iteration 16Q: 3 clusters Score -4799349 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 65327 members Entering Unmasked Estep Score: -4799377.500000 Penalty: 5501.957520 Iteration 17Q: 3 clusters Score -4799378 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 65344 members Entering Unmasked Estep Score: -4799414.500000 Penalty: 5501.957520 Iteration 18Q: 3 clusters Score -4799414 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 65358 members Entering Unmasked Estep Score: -4799435.500000 Penalty: 5501.957520 Iteration 19Q: 3 clusters Score -4799436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 65361 members Entering Unmasked Estep Score: -4799447.000000 Penalty: 5501.957520 Iteration 20F: 3 clusters Score -4799447 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 65364 members Entering Unmasked Estep Score: -4799450.000000 Penalty: 5501.957520 Iteration 21Q: 3 clusters Score -4799450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 65365 members Entering Unmasked Estep Score: -4799447.500000 Penalty: 5501.957520 Iteration 22Q: 3 clusters Score -4799448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 65366 members Entering Unmasked Estep Score: -4799451.000000 Penalty: 5501.957520 Iteration 23Q: 3 clusters Score -4799451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 65368 members Entering Unmasked Estep Score: -4799449.500000 Penalty: 5501.957520 Iteration 24Q: 3 clusters Score -4799450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 65367 members Entering Unmasked Estep Score: -4799447.000000 Penalty: 5501.957520 Iteration 25Q: 3 clusters Score -4799447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 65367 members Entering Unmasked Estep Score: -4799447.000000 Penalty: 5501.957520 Iteration 26F: 3 clusters Score -4799447 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Entering Unmasked Estep Score: -614553.187500 Penalty: 2241.956055 Iteration 0F: 2 clusters Score -614553.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -607835.562500 Penalty: 4483.912109 Iteration 0F: 3 clusters Score -607835.6 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -609656.250000 Penalty: 4483.912109 Iteration 1F: 3 clusters Score -609656.2 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -610017.250000 Penalty: 4483.912109 Iteration 2F: 3 clusters Score -610017.2 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -610492.187500 Penalty: 4483.912109 Iteration 3F: 3 clusters Score -610492.2 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -611084.875000 Penalty: 4483.912109 Iteration 4F: 3 clusters Score -611084.9 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -611696.250000 Penalty: 4483.912109 Iteration 5F: 3 clusters Score -611696.2 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -612280.875000 Penalty: 4483.912109 Iteration 6F: 3 clusters Score -612280.9 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -612761.437500 Penalty: 4483.912109 Iteration 7F: 3 clusters Score -612761.4 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -613118.125000 Penalty: 4483.912109 Iteration 8Q: 3 clusters Score -613118.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -613330.250000 Penalty: 4483.912109 Iteration 9Q: 3 clusters Score -613330.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -613443.937500 Penalty: 4483.912109 Iteration 10Q: 3 clusters Score -613443.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -613517.187500 Penalty: 4483.912109 Iteration 11Q: 3 clusters Score -613517.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -613566.687500 Penalty: 4483.912109 Iteration 12Q: 3 clusters Score -613566.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -613604.500000 Penalty: 4483.912109 Iteration 13Q: 3 clusters Score -613604.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -613623.187500 Penalty: 4483.912109 Iteration 14Q: 3 clusters Score -613623.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -613635.500000 Penalty: 4483.912109 Iteration 15Q: 3 clusters Score -613635.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -613642.187500 Penalty: 4483.912109 Iteration 16Q: 3 clusters Score -613642.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -613651.625000 Penalty: 4483.912109 Iteration 17Q: 3 clusters Score -613651.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -613655.625000 Penalty: 4483.912109 Iteration 18Q: 3 clusters Score -613655.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -613657.875000 Penalty: 4483.912109 Iteration 19Q: 3 clusters Score -613657.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -613660.312500 Penalty: 4483.912109 Iteration 20F: 3 clusters Score -613660.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -613663.937500 Penalty: 4483.912109 Iteration 21Q: 3 clusters Score -613663.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -613666.000000 Penalty: 4483.912109 Iteration 22Q: 3 clusters Score -613666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -613668.437500 Penalty: 4483.912109 Iteration 23Q: 3 clusters Score -613668.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -613669.562500 Penalty: 4483.912109 Iteration 24Q: 3 clusters Score -613669.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -613670.812500 Penalty: 4483.912109 Iteration 25Q: 3 clusters Score -613670.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -613672.187500 Penalty: 4483.912109 Iteration 26Q: 3 clusters Score -613672.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -613670.812500 Penalty: 4483.912109 Iteration 27Q: 3 clusters Score -613670.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -613673.000000 Penalty: 4483.912109 Iteration 28Q: 3 clusters Score -613673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -613673.000000 Penalty: 4483.912109 Iteration 29F: 3 clusters Score -613673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10948 members Mstep: Class 3 contains 37613 members Mstep: Class 4 contains 87394 members Mstep: Class 6 contains 10031 members Mstep: Class 7 contains 7914 members Mstep: Class 8 contains 8843 members Mstep: Class 10 contains 2574 members Mstep: Class 11 contains 17359 members Mstep: Class 13 contains 4288 members Mstep: Class 14 contains 258051 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 65687 members Mstep: Class 20 contains 8435 members Entering Unmasked Estep ConsiderDeletion Score: -35651076.000000 Penalty: 42443.699219 Iteration 39Q: 14 clusters Score -3.565108e+07 nChanged 5643 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10780 members Mstep: Class 3 contains 36459 members Mstep: Class 4 contains 86037 members Mstep: Class 6 contains 9856 members Mstep: Class 7 contains 7413 members Mstep: Class 8 contains 8812 members Mstep: Class 10 contains 2621 members Mstep: Class 11 contains 16937 members Mstep: Class 13 contains 4240 members Mstep: Class 14 contains 262548 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 65027 members Mstep: Class 20 contains 8407 members Entering Unmasked Estep ConsiderDeletion Score: -35652136.000000 Penalty: 42443.699219 Iteration 40F: 14 clusters Score -3.565214e+07 nChanged 5656 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10611 members Mstep: Class 3 contains 35125 members Mstep: Class 4 contains 84689 members Mstep: Class 6 contains 9666 members Mstep: Class 7 contains 6927 members Mstep: Class 8 contains 8787 members Mstep: Class 10 contains 2673 members Mstep: Class 11 contains 16525 members Mstep: Class 13 contains 4171 members Mstep: Class 14 contains 267103 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 64474 members Mstep: Class 20 contains 8386 members Entering Unmasked Estep ConsiderDeletion Score: -35653432.000000 Penalty: 42443.699219 Iteration 41Q: 14 clusters Score -3.565343e+07 nChanged 5575 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10413 members Mstep: Class 3 contains 33741 members Mstep: Class 4 contains 83353 members Mstep: Class 6 contains 9485 members Mstep: Class 7 contains 6492 members Mstep: Class 8 contains 8766 members Mstep: Class 10 contains 2777 members Mstep: Class 11 contains 16137 members Mstep: Class 13 contains 4107 members Mstep: Class 14 contains 271523 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 63969 members Mstep: Class 20 contains 8374 members Entering Unmasked Estep ConsiderDeletion Score: -35654844.000000 Penalty: 42443.699219 Iteration 42Q: 14 clusters Score -3.565484e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 3 contains 32356 members Mstep: Class 4 contains 82046 members Mstep: Class 6 contains 9317 members Mstep: Class 7 contains 6067 members Mstep: Class 8 contains 8752 members Mstep: Class 10 contains 2863 members Mstep: Class 11 contains 15785 members Mstep: Class 13 contains 4023 members Mstep: Class 14 contains 275848 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 63532 members Mstep: Class 20 contains 8371 members Entering Unmasked Estep ConsiderDeletion Score: -35656176.000000 Penalty: 42443.699219 Iteration 43Q: 14 clusters Score -3.565618e+07 nChanged 5324 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9943 members Mstep: Class 3 contains 30950 members Mstep: Class 4 contains 80791 members Mstep: Class 6 contains 9140 members Mstep: Class 7 contains 5710 members Mstep: Class 8 contains 8735 members Mstep: Class 10 contains 2974 members Mstep: Class 11 contains 15415 members Mstep: Class 13 contains 3948 members Mstep: Class 14 contains 280079 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 63071 members Mstep: Class 20 contains 8382 members Entering Unmasked Estep ConsiderDeletion Score: -35657592.000000 Penalty: 42443.699219 Iteration 44Q: 14 clusters Score -3.565759e+07 nChanged 5091 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9678 members Mstep: Class 3 contains 29583 members Mstep: Class 4 contains 79619 members Mstep: Class 6 contains 8978 members Mstep: Class 7 contains 5392 members Mstep: Class 8 contains 8719 members Mstep: Class 10 contains 3067 members Mstep: Class 11 contains 15080 members Mstep: Class 13 contains 3883 members Mstep: Class 14 contains 284144 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 62604 members Mstep: Class 20 contains 8393 members Entering Unmasked Estep ConsiderDeletion Score: -35658868.000000 Penalty: 42443.699219 Iteration 45Q: 14 clusters Score -3.565887e+07 nChanged 4886 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9434 members Mstep: Class 3 contains 28246 members Mstep: Class 4 contains 78541 members Mstep: Class 6 contains 8837 members Mstep: Class 7 contains 5187 members Mstep: Class 8 contains 8701 members Mstep: Class 10 contains 3149 members Mstep: Class 11 contains 14768 members Mstep: Class 13 contains 3812 members Mstep: Class 14 contains 287958 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 62097 members Mstep: Class 20 contains 8410 members Entering Unmasked Estep ConsiderDeletion Score: -35660244.000000 Penalty: 42443.699219 Iteration 46Q: 14 clusters Score -3.566024e+07 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 9143 members Mstep: Class 3 contains 26968 members Mstep: Class 4 contains 77545 members Mstep: Class 6 contains 8702 members Mstep: Class 7 contains 5101 members Mstep: Class 8 contains 8683 members Mstep: Class 10 contains 3168 members Mstep: Class 11 contains 14492 members Mstep: Class 13 contains 3743 members Mstep: Class 14 contains 291615 members Mstep: Class 15 contains 2571 members Mstep: Class 17 contains 61553 members Mstep: Class 20 contains 8428 members Entering Unmasked Estep ConsiderDeletion Score: -35660708.000000 Penalty: 42443.699219 Iteration 47Q: 14 clusters Score -3.566071e+07 nChanged 4233 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8861 members Mstep: Class 3 contains 25754 members Mstep: Class 4 contains 76604 members Mstep: Class 6 contains 8569 members Mstep: Class 7 contains 5059 members Mstep: Class 8 contains 8669 members Mstep: Class 10 contains 3156 members Mstep: Class 11 contains 14286 members Mstep: Class 13 contains 3662 members Mstep: Class 14 contains 295055 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 61016 members Mstep: Class 20 contains 8449 members Entering Unmasked Estep ConsiderDeletion Score: -35661408.000000 Penalty: 42443.699219 Iteration 48Q: 14 clusters Score -3.566141e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8567 members Mstep: Class 3 contains 24577 members Mstep: Class 4 contains 75773 members Mstep: Class 6 contains 8452 members Mstep: Class 7 contains 5059 members Mstep: Class 8 contains 8669 members Mstep: Class 10 contains 3136 members Mstep: Class 11 contains 14117 members Mstep: Class 13 contains 3600 members Mstep: Class 14 contains 298187 members Mstep: Class 15 contains 2573 members Mstep: Class 17 contains 60534 members Mstep: Class 20 contains 8468 members Entering Unmasked Estep ConsiderDeletion Score: -35662340.000000 Penalty: 42443.699219 Iteration 49Q: 14 clusters Score -3.566234e+07 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8306 members Mstep: Class 3 contains 23416 members Mstep: Class 4 contains 75059 members Mstep: Class 6 contains 8333 members Mstep: Class 7 contains 5034 members Mstep: Class 8 contains 8659 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 13977 members Mstep: Class 13 contains 3543 members Mstep: Class 14 contains 301081 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 60101 members Mstep: Class 20 contains 8497 members Entering Unmasked Estep ConsiderDeletion Score: -35662872.000000 Penalty: 42443.699219 Iteration 50Q: 14 clusters Score -3.566287e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8036 members Mstep: Class 3 contains 22349 members Mstep: Class 4 contains 74396 members Mstep: Class 6 contains 8239 members Mstep: Class 7 contains 5022 members Mstep: Class 8 contains 8651 members Mstep: Class 10 contains 3125 members Mstep: Class 11 contains 13864 members Mstep: Class 13 contains 3491 members Mstep: Class 14 contains 303753 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 59680 members Mstep: Class 20 contains 8534 members Entering Unmasked Estep ConsiderDeletion Score: -35663332.000000 Penalty: 42443.699219 Iteration 51Q: 14 clusters Score -3.566333e+07 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7804 members Mstep: Class 3 contains 21313 members Mstep: Class 4 contains 73795 members Mstep: Class 6 contains 8146 members Mstep: Class 7 contains 5025 members Mstep: Class 8 contains 8633 members Mstep: Class 10 contains 3117 members Mstep: Class 11 contains 13773 members Mstep: Class 13 contains 3444 members Mstep: Class 14 contains 306211 members Mstep: Class 15 contains 2571 members Mstep: Class 17 contains 59317 members Mstep: Class 20 contains 8563 members Entering Unmasked Estep ConsiderDeletion Score: -35663876.000000 Penalty: 42443.699219 Iteration 52Q: 14 clusters Score -3.566388e+07 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7608 members Mstep: Class 3 contains 20281 members Mstep: Class 4 contains 73257 members Mstep: Class 6 contains 8040 members Mstep: Class 7 contains 5036 members Mstep: Class 8 contains 8625 members Mstep: Class 10 contains 3090 members Mstep: Class 11 contains 13695 members Mstep: Class 13 contains 3395 members Mstep: Class 14 contains 308545 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 58983 members Mstep: Class 20 contains 8585 members Entering Unmasked Estep ConsiderDeletion Score: -35664372.000000 Penalty: 42443.699219 Iteration 53Q: 14 clusters Score -3.566437e+07 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7446 members Mstep: Class 3 contains 19321 members Mstep: Class 4 contains 72780 members Mstep: Class 6 contains 7940 members Mstep: Class 7 contains 5036 members Mstep: Class 8 contains 8616 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 13624 members Mstep: Class 13 contains 3340 members Mstep: Class 14 contains 310711 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 58664 members Mstep: Class 20 contains 8603 members Entering Unmasked Estep ConsiderDeletion Score: -35664812.000000 Penalty: 42443.699219 Iteration 54Q: 14 clusters Score -3.566481e+07 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7302 members Mstep: Class 3 contains 18358 members Mstep: Class 4 contains 72332 members Mstep: Class 6 contains 7855 members Mstep: Class 7 contains 5039 members Mstep: Class 8 contains 8607 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 13569 members Mstep: Class 13 contains 3296 members Mstep: Class 14 contains 312760 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 58368 members Mstep: Class 20 contains 8616 members Entering Unmasked Estep ConsiderDeletion Score: -35665288.000000 Penalty: 42443.699219 Iteration 55Q: 14 clusters Score -3.566529e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7165 members Mstep: Class 3 contains 17409 members Mstep: Class 4 contains 71981 members Mstep: Class 6 contains 7781 members Mstep: Class 7 contains 5046 members Mstep: Class 8 contains 8599 members Mstep: Class 10 contains 2993 members Mstep: Class 11 contains 13513 members Mstep: Class 13 contains 3276 members Mstep: Class 14 contains 314636 members Mstep: Class 15 contains 2573 members Mstep: Class 17 contains 58106 members Mstep: Class 20 contains 8634 members Entering Unmasked Estep ConsiderDeletion Score: -35665684.000000 Penalty: 42443.699219 Iteration 56Q: 14 clusters Score -3.566568e+07 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 7062 members Mstep: Class 3 contains 16477 members Mstep: Class 4 contains 71652 members Mstep: Class 6 contains 7717 members Mstep: Class 7 contains 5051 members Mstep: Class 8 contains 8598 members Mstep: Class 10 contains 2965 members Mstep: Class 11 contains 13467 members Mstep: Class 13 contains 3250 members Mstep: Class 14 contains 316351 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 57891 members Mstep: Class 20 contains 8657 members Entering Unmasked Estep ConsiderDeletion Score: -35666064.000000 Penalty: 42443.699219 Iteration 57Q: 14 clusters Score -3.566606e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6971 members Mstep: Class 3 contains 15598 members Mstep: Class 4 contains 71325 members Mstep: Class 6 contains 7651 members Mstep: Class 7 contains 5065 members Mstep: Class 8 contains 8595 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 13443 members Mstep: Class 13 contains 3222 members Mstep: Class 14 contains 317930 members Mstep: Class 15 contains 2575 members Mstep: Class 17 contains 57686 members Mstep: Class 20 contains 8694 members Entering Unmasked Estep ConsiderDeletion Score: -35666444.000000 Penalty: 42443.699219 Iteration 58Q: 14 clusters Score -3.566644e+07 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6891 members Mstep: Class 3 contains 14725 members Mstep: Class 4 contains 71000 members Mstep: Class 6 contains 7589 members Mstep: Class 7 contains 5067 members Mstep: Class 8 contains 8594 members Mstep: Class 10 contains 2941 members Mstep: Class 11 contains 13421 members Mstep: Class 13 contains 3191 members Mstep: Class 14 contains 319457 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 57536 members Mstep: Class 20 contains 8726 members Entering Unmasked Estep ConsiderDeletion Score: -35666896.000000 Penalty: 42443.699219 Iteration 59Q: 14 clusters Score -3.56669e+07 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6802 members Mstep: Class 3 contains 13869 members Mstep: Class 4 contains 70700 members Mstep: Class 6 contains 7534 members Mstep: Class 7 contains 5065 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2912 members Mstep: Class 11 contains 13413 members Mstep: Class 13 contains 3168 members Mstep: Class 14 contains 320920 members Mstep: Class 15 contains 2574 members Mstep: Class 17 contains 57407 members Mstep: Class 20 contains 8759 members Entering Unmasked Estep ConsiderDeletion Score: -35667236.000000 Penalty: 42443.699219 Iteration 60F: 14 clusters Score -3.566724e+07 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6756 members Mstep: Class 3 contains 13052 members Mstep: Class 4 contains 70377 members Mstep: Class 6 contains 7488 members Mstep: Class 7 contains 5061 members Mstep: Class 8 contains 8583 members Mstep: Class 10 contains 2893 members Mstep: Class 11 contains 13397 members Mstep: Class 13 contains 3128 members Mstep: Class 14 contains 322326 members Mstep: Class 15 contains 2573 members Mstep: Class 17 contains 57289 members Mstep: Class 20 contains 8789 members Entering Unmasked Estep ConsiderDeletion Score: -35667536.000000 Penalty: 42443.699219 Iteration 61Q: 14 clusters Score -3.566754e+07 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6720 members Mstep: Class 3 contains 12303 members Mstep: Class 4 contains 70064 members Mstep: Class 6 contains 7451 members Mstep: Class 7 contains 5060 members Mstep: Class 8 contains 8577 members Mstep: Class 10 contains 2876 members Mstep: Class 11 contains 13389 members Mstep: Class 13 contains 3094 members Mstep: Class 14 contains 323582 members Mstep: Class 15 contains 2573 members Mstep: Class 17 contains 57200 members Mstep: Class 20 contains 8823 members Entering Unmasked Estep ConsiderDeletion Score: -35667808.000000 Penalty: 42443.699219 Iteration 62Q: 14 clusters Score -3.566781e+07 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6716 members Mstep: Class 3 contains 11605 members Mstep: Class 4 contains 69786 members Mstep: Class 6 contains 7419 members Mstep: Class 7 contains 5059 members Mstep: Class 8 contains 8572 members Mstep: Class 10 contains 2857 members Mstep: Class 11 contains 13376 members Mstep: Class 13 contains 3053 members Mstep: Class 14 contains 324701 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 57140 members Mstep: Class 20 contains 8856 members Entering Unmasked Estep ConsiderDeletion Score: -35668024.000000 Penalty: 42443.699219 Iteration 63Q: 14 clusters Score -3.566802e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6702 members Mstep: Class 3 contains 10933 members Mstep: Class 4 contains 69528 members Mstep: Class 6 contains 7389 members Mstep: Class 7 contains 5057 members Mstep: Class 8 contains 8572 members Mstep: Class 10 contains 2843 members Mstep: Class 11 contains 13360 members Mstep: Class 13 contains 3025 members Mstep: Class 14 contains 325748 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 57098 members Mstep: Class 20 contains 8885 members Entering Unmasked Estep ConsiderDeletion Score: -35668104.000000 Penalty: 42443.699219 Iteration 64Q: 14 clusters Score -3.56681e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6682 members Mstep: Class 3 contains 10293 members Mstep: Class 4 contains 69288 members Mstep: Class 6 contains 7354 members Mstep: Class 7 contains 5059 members Mstep: Class 8 contains 8575 members Mstep: Class 10 contains 2842 members Mstep: Class 11 contains 13351 members Mstep: Class 13 contains 3004 members Mstep: Class 14 contains 326719 members Mstep: Class 15 contains 2572 members Mstep: Class 17 contains 57067 members Mstep: Class 20 contains 8906 members Entering Unmasked Estep ConsiderDeletion Score: -35668320.000000 Penalty: 42443.699219 Iteration 65Q: 14 clusters Score -3.566832e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6647 members Mstep: Class 3 contains 9652 members Mstep: Class 4 contains 69054 members Mstep: Class 6 contains 7319 members Mstep: Class 7 contains 5063 members Mstep: Class 8 contains 8575 members Mstep: Class 10 contains 2847 members Mstep: Class 11 contains 13341 members Mstep: Class 13 contains 2988 members Mstep: Class 14 contains 327696 members Mstep: Class 15 contains 2570 members Mstep: Class 17 contains 57033 members Mstep: Class 20 contains 8927 members Entering Unmasked Estep ConsiderDeletion Score: -35668516.000000 Penalty: 42443.699219 Iteration 66Q: 14 clusters Score -3.566852e+07 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6617 members Mstep: Class 3 contains 9038 members Mstep: Class 4 contains 68845 members Mstep: Class 6 contains 7285 members Mstep: Class 7 contains 5062 members Mstep: Class 8 contains 8582 members Mstep: Class 10 contains 2839 members Mstep: Class 11 contains 13334 members Mstep: Class 13 contains 2981 members Mstep: Class 14 contains 328587 members Mstep: Class 15 contains 2570 members Mstep: Class 17 contains 57024 members Mstep: Class 20 contains 8948 members Entering Unmasked Estep ConsiderDeletion Score: -35668696.000000 Penalty: 42443.699219 Iteration 67Q: 14 clusters Score -3.56687e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6581 members Mstep: Class 3 contains 8471 members Mstep: Class 4 contains 68700 members Mstep: Class 6 contains 7255 members Mstep: Class 7 contains 5064 members Mstep: Class 8 contains 8585 members Mstep: Class 10 contains 2825 members Mstep: Class 11 contains 13330 members Mstep: Class 13 contains 2965 members Mstep: Class 14 contains 329382 members Mstep: Class 15 contains 2570 members Mstep: Class 17 contains 57015 members Mstep: Class 20 contains 8969 members Entering Unmasked Estep ConsiderDeletion Score: -35668892.000000 Penalty: 42443.699219 Iteration 68Q: 14 clusters Score -3.566889e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6564 members Mstep: Class 3 contains 7929 members Mstep: Class 4 contains 68568 members Mstep: Class 6 contains 7217 members Mstep: Class 7 contains 5067 members Mstep: Class 8 contains 8587 members Mstep: Class 10 contains 2811 members Mstep: Class 11 contains 13327 members Mstep: Class 13 contains 2960 members Mstep: Class 14 contains 330107 members Mstep: Class 15 contains 2569 members Mstep: Class 17 contains 57018 members Mstep: Class 20 contains 8988 members Entering Unmasked Estep ConsiderDeletion Score: -35669236.000000 Penalty: 42443.699219 Iteration 69Q: 14 clusters Score -3.566924e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6537 members Mstep: Class 3 contains 7450 members Mstep: Class 4 contains 68453 members Mstep: Class 6 contains 7196 members Mstep: Class 7 contains 5068 members Mstep: Class 8 contains 8587 members Mstep: Class 10 contains 2799 members Mstep: Class 11 contains 13325 members Mstep: Class 13 contains 2956 members Mstep: Class 14 contains 330758 members Mstep: Class 15 contains 2569 members Mstep: Class 17 contains 57005 members Mstep: Class 20 contains 9009 members Entering Unmasked Estep ConsiderDeletion Score: -35669544.000000 Penalty: 42443.699219 Iteration 70Q: 14 clusters Score -3.566954e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6516 members Mstep: Class 3 contains 7034 members Mstep: Class 4 contains 68346 members Mstep: Class 6 contains 7179 members Mstep: Class 7 contains 5062 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2789 members Mstep: Class 11 contains 13318 members Mstep: Class 13 contains 2943 members Mstep: Class 14 contains 331340 members Mstep: Class 15 contains 2568 members Mstep: Class 17 contains 57000 members Mstep: Class 20 contains 9028 members Entering Unmasked Estep ConsiderDeletion Score: -35669720.000000 Penalty: 42443.699219 Iteration 71Q: 14 clusters Score -3.566972e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6492 members Mstep: Class 3 contains 6655 members Mstep: Class 4 contains 68257 members Mstep: Class 6 contains 7164 members Mstep: Class 7 contains 5057 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2790 members Mstep: Class 11 contains 13310 members Mstep: Class 13 contains 2922 members Mstep: Class 14 contains 331853 members Mstep: Class 15 contains 2565 members Mstep: Class 17 contains 57003 members Mstep: Class 20 contains 9054 members Entering Unmasked Estep ConsiderDeletion Score: -35669792.000000 Penalty: 42443.699219 Iteration 72Q: 14 clusters Score -3.566979e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6483 members Mstep: Class 3 contains 6329 members Mstep: Class 4 contains 68196 members Mstep: Class 6 contains 7148 members Mstep: Class 7 contains 5052 members Mstep: Class 8 contains 8587 members Mstep: Class 10 contains 2782 members Mstep: Class 11 contains 13299 members Mstep: Class 13 contains 2905 members Mstep: Class 14 contains 332283 members Mstep: Class 15 contains 2564 members Mstep: Class 17 contains 57009 members Mstep: Class 20 contains 9075 members Entering Unmasked Estep ConsiderDeletion Score: -35669840.000000 Penalty: 42443.699219 Iteration 73Q: 14 clusters Score -3.566984e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6469 members Mstep: Class 3 contains 6045 members Mstep: Class 4 contains 68143 members Mstep: Class 6 contains 7130 members Mstep: Class 7 contains 5047 members Mstep: Class 8 contains 8586 members Mstep: Class 10 contains 2774 members Mstep: Class 11 contains 13297 members Mstep: Class 13 contains 2892 members Mstep: Class 14 contains 332645 members Mstep: Class 15 contains 2564 members Mstep: Class 17 contains 57018 members Mstep: Class 20 contains 9102 members Entering Unmasked Estep ConsiderDeletion Score: -35669752.000000 Penalty: 42443.699219 Iteration 74Q: 14 clusters Score -3.566975e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6464 members Mstep: Class 3 contains 5803 members Mstep: Class 4 contains 68101 members Mstep: Class 6 contains 7118 members Mstep: Class 7 contains 5042 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 13298 members Mstep: Class 13 contains 2878 members Mstep: Class 14 contains 332936 members Mstep: Class 15 contains 2564 members Mstep: Class 17 contains 57028 members Mstep: Class 20 contains 9124 members Entering Unmasked Estep ConsiderDeletion Score: -35669848.000000 Penalty: 42443.699219 Iteration 75Q: 14 clusters Score -3.566985e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6464 members Mstep: Class 3 contains 5576 members Mstep: Class 4 contains 68050 members Mstep: Class 6 contains 7109 members Mstep: Class 7 contains 5041 members Mstep: Class 8 contains 8588 members Mstep: Class 10 contains 2765 members Mstep: Class 11 contains 13301 members Mstep: Class 13 contains 2873 members Mstep: Class 14 contains 333191 members Mstep: Class 15 contains 2564 members Mstep: Class 17 contains 57042 members Mstep: Class 20 contains 9148 members Entering Unmasked Estep ConsiderDeletion Score: -35669980.000000 Penalty: 42443.699219 Iteration 76Q: 14 clusters Score -3.566998e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6461 members Mstep: Class 3 contains 5410 members Mstep: Class 4 contains 68028 members Mstep: Class 6 contains 7100 members Mstep: Class 7 contains 5038 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2764 members Mstep: Class 11 contains 13307 members Mstep: Class 13 contains 2862 members Mstep: Class 14 contains 333383 members Mstep: Class 15 contains 2563 members Mstep: Class 17 contains 57044 members Mstep: Class 20 contains 9163 members Entering Unmasked Estep ConsiderDeletion Score: -35670044.000000 Penalty: 42443.699219 Iteration 77Q: 14 clusters Score -3.567004e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6454 members Mstep: Class 3 contains 5273 members Mstep: Class 4 contains 68011 members Mstep: Class 6 contains 7091 members Mstep: Class 7 contains 5035 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2760 members Mstep: Class 11 contains 13305 members Mstep: Class 13 contains 2851 members Mstep: Class 14 contains 333555 members Mstep: Class 15 contains 2563 members Mstep: Class 17 contains 57054 members Mstep: Class 20 contains 9171 members Entering Unmasked Estep ConsiderDeletion Score: -35670132.000000 Penalty: 42443.699219 Iteration 78Q: 14 clusters Score -3.567013e+07 nChanged 260 Entering ConstructFrom: Score: -35670132.000000 Penalty: 42443.699219 Entering ConstructFrom: Trying to split cluster 1 (6446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Entering Unmasked Estep Score: -477248.500000 Penalty: 2175.261475 Iteration 0F: 2 clusters Score -477248.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -471807.968750 Penalty: 4350.522949 Iteration 0F: 3 clusters Score -471808 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -473237.656250 Penalty: 4350.522949 Iteration 1F: 3 clusters Score -473237.7 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -473523.968750 Penalty: 4350.522949 Iteration 2F: 3 clusters Score -473524 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -473705.125000 Penalty: 4350.522949 Iteration 3F: 3 clusters Score -473705.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -473827.937500 Penalty: 4350.522949 Iteration 4Q: 3 clusters Score -473827.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -473927.500000 Penalty: 4350.522949 Iteration 5Q: 3 clusters Score -473927.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -474036.250000 Penalty: 4350.522949 Iteration 6Q: 3 clusters Score -474036.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -474146.312500 Penalty: 4350.522949 Iteration 7Q: 3 clusters Score -474146.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -474261.406250 Penalty: 4350.522949 Iteration 8Q: 3 clusters Score -474261.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -474390.906250 Penalty: 4350.522949 Iteration 9Q: 3 clusters Score -474390.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -474540.312500 Penalty: 4350.522949 Iteration 10Q: 3 clusters Score -474540.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -474677.343750 Penalty: 4350.522949 Iteration 11Q: 3 clusters Score -474677.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -474806.406250 Penalty: 4350.522949 Iteration 12Q: 3 clusters Score -474806.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -474917.531250 Penalty: 4350.522949 Iteration 13Q: 3 clusters Score -474917.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -475023.906250 Penalty: 4350.522949 Iteration 14Q: 3 clusters Score -475023.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -475120.875000 Penalty: 4350.522949 Iteration 15Q: 3 clusters Score -475120.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -475207.093750 Penalty: 4350.522949 Iteration 16Q: 3 clusters Score -475207.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -475275.468750 Penalty: 4350.522949 Iteration 17Q: 3 clusters Score -475275.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -475305.125000 Penalty: 4350.522949 Iteration 18Q: 3 clusters Score -475305.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -475328.031250 Penalty: 4350.522949 Iteration 19Q: 3 clusters Score -475328 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -475347.218750 Penalty: 4350.522949 Iteration 20F: 3 clusters Score -475347.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -475359.656250 Penalty: 4350.522949 Iteration 21Q: 3 clusters Score -475359.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -475366.406250 Penalty: 4350.522949 Iteration 22Q: 3 clusters Score -475366.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -475373.531250 Penalty: 4350.522949 Iteration 23Q: 3 clusters Score -475373.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -475376.718750 Penalty: 4350.522949 Iteration 24Q: 3 clusters Score -475376.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -475383.312500 Penalty: 4350.522949 Iteration 25Q: 3 clusters Score -475383.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -475384.937500 Penalty: 4350.522949 Iteration 26Q: 3 clusters Score -475384.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -475384.906250 Penalty: 4350.522949 Iteration 27Q: 3 clusters Score -475384.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -475386.437500 Penalty: 4350.522949 Iteration 28Q: 3 clusters Score -475386.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -475385.968750 Penalty: 4350.522949 Iteration 29Q: 3 clusters Score -475386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -475385.968750 Penalty: 4350.522949 Iteration 30F: 3 clusters Score -475386 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Entering Unmasked Estep Score: -383905.687500 Penalty: 2119.449951 Iteration 0F: 2 clusters Score -383905.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -379246.593750 Penalty: 4238.899902 Iteration 0F: 3 clusters Score -379246.6 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -380353.343750 Penalty: 4238.899902 Iteration 1F: 3 clusters Score -380353.3 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -380545.343750 Penalty: 4238.899902 Iteration 2F: 3 clusters Score -380545.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -380658.312500 Penalty: 4238.899902 Iteration 3Q: 3 clusters Score -380658.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -380722.312500 Penalty: 4238.899902 Iteration 4Q: 3 clusters Score -380722.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -380768.437500 Penalty: 4238.899902 Iteration 5Q: 3 clusters Score -380768.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -380803.625000 Penalty: 4238.899902 Iteration 6Q: 3 clusters Score -380803.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -380832.687500 Penalty: 4238.899902 Iteration 7Q: 3 clusters Score -380832.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -380859.062500 Penalty: 4238.899902 Iteration 8Q: 3 clusters Score -380859.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -380887.343750 Penalty: 4238.899902 Iteration 9Q: 3 clusters Score -380887.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -380910.500000 Penalty: 4238.899902 Iteration 10Q: 3 clusters Score -380910.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -380930.468750 Penalty: 4238.899902 Iteration 11Q: 3 clusters Score -380930.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -380952.000000 Penalty: 4238.899902 Iteration 12Q: 3 clusters Score -380952 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -380975.250000 Penalty: 4238.899902 Iteration 13Q: 3 clusters Score -380975.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -380993.906250 Penalty: 4238.899902 Iteration 14Q: 3 clusters Score -380993.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -381011.281250 Penalty: 4238.899902 Iteration 15Q: 3 clusters Score -381011.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -381028.281250 Penalty: 4238.899902 Iteration 16Q: 3 clusters Score -381028.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -381049.750000 Penalty: 4238.899902 Iteration 17Q: 3 clusters Score -381049.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -381071.656250 Penalty: 4238.899902 Iteration 18Q: 3 clusters Score -381071.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -381089.406250 Penalty: 4238.899902 Iteration 19Q: 3 clusters Score -381089.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -381109.031250 Penalty: 4238.899902 Iteration 20F: 3 clusters Score -381109 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -381138.218750 Penalty: 4238.899902 Iteration 21Q: 3 clusters Score -381138.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -381169.281250 Penalty: 4238.899902 Iteration 22Q: 3 clusters Score -381169.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -381198.937500 Penalty: 4238.899902 Iteration 23Q: 3 clusters Score -381198.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -381224.343750 Penalty: 4238.899902 Iteration 24Q: 3 clusters Score -381224.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -381249.968750 Penalty: 4238.899902 Iteration 25Q: 3 clusters Score -381250 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -381281.937500 Penalty: 4238.899902 Iteration 26Q: 3 clusters Score -381281.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -381318.468750 Penalty: 4238.899902 Iteration 27Q: 3 clusters Score -381318.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -381353.625000 Penalty: 4238.899902 Iteration 28Q: 3 clusters Score -381353.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -381392.781250 Penalty: 4238.899902 Iteration 29Q: 3 clusters Score -381392.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -381441.343750 Penalty: 4238.899902 Iteration 30Q: 3 clusters Score -381441.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -381487.437500 Penalty: 4238.899902 Iteration 31Q: 3 clusters Score -381487.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -381542.250000 Penalty: 4238.899902 Iteration 32Q: 3 clusters Score -381542.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -381590.687500 Penalty: 4238.899902 Iteration 33Q: 3 clusters Score -381590.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -381639.343750 Penalty: 4238.899902 Iteration 34Q: 3 clusters Score -381639.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -381689.500000 Penalty: 4238.899902 Iteration 35Q: 3 clusters Score -381689.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -381730.343750 Penalty: 4238.899902 Iteration 36Q: 3 clusters Score -381730.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -381773.156250 Penalty: 4238.899902 Iteration 37Q: 3 clusters Score -381773.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -381809.437500 Penalty: 4238.899902 Iteration 38Q: 3 clusters Score -381809.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -381842.843750 Penalty: 4238.899902 Iteration 39Q: 3 clusters Score -381842.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -381871.875000 Penalty: 4238.899902 Iteration 40F: 3 clusters Score -381871.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -381904.781250 Penalty: 4238.899902 Iteration 41Q: 3 clusters Score -381904.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -381928.562500 Penalty: 4238.899902 Iteration 42Q: 3 clusters Score -381928.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -381954.562500 Penalty: 4238.899902 Iteration 43Q: 3 clusters Score -381954.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -381976.437500 Penalty: 4238.899902 Iteration 44Q: 3 clusters Score -381976.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -381988.406250 Penalty: 4238.899902 Iteration 45Q: 3 clusters Score -381988.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -381997.562500 Penalty: 4238.899902 Iteration 46Q: 3 clusters Score -381997.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -382007.312500 Penalty: 4238.899902 Iteration 47Q: 3 clusters Score -382007.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -382020.718750 Penalty: 4238.899902 Iteration 48Q: 3 clusters Score -382020.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -382027.187500 Penalty: 4238.899902 Iteration 49Q: 3 clusters Score -382027.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -382030.062500 Penalty: 4238.899902 Iteration 50Q: 3 clusters Score -382030.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -382033.593750 Penalty: 4238.899902 Iteration 51Q: 3 clusters Score -382033.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -382037.625000 Penalty: 4238.899902 Iteration 52Q: 3 clusters Score -382037.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -382039.625000 Penalty: 4238.899902 Iteration 53Q: 3 clusters Score -382039.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -382041.156250 Penalty: 4238.899902 Iteration 54Q: 3 clusters Score -382041.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -382043.000000 Penalty: 4238.899902 Iteration 55Q: 3 clusters Score -382043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -382043.656250 Penalty: 4238.899902 Iteration 56Q: 3 clusters Score -382043.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -382044.281250 Penalty: 4238.899902 Iteration 57Q: 3 clusters Score -382044.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -382045.406250 Penalty: 4238.899902 Iteration 58Q: 3 clusters Score -382045.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -382046.187500 Penalty: 4238.899902 Iteration 59Q: 3 clusters Score -382046.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -382046.906250 Penalty: 4238.899902 Iteration 60F: 3 clusters Score -382046.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (67996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67996 members Entering Unmasked Estep Score: -4678334.500000 Penalty: 2759.546631 Iteration 0F: 2 clusters Score -4678334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33958 members Mstep: Class 2 contains 34038 members Entering Unmasked Estep Score: -4632578.500000 Penalty: 5519.093262 Iteration 0F: 3 clusters Score -4632578 nChanged 31827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33409 members Mstep: Class 2 contains 34587 members Entering Unmasked Estep Score: -4650612.500000 Penalty: 5519.093262 Iteration 1F: 3 clusters Score -4650612 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32872 members Mstep: Class 2 contains 35124 members Entering Unmasked Estep Score: -4651419.000000 Penalty: 5519.093262 Iteration 2Q: 3 clusters Score -4651419 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32117 members Mstep: Class 2 contains 35879 members Entering Unmasked Estep Score: -4652148.000000 Penalty: 5519.093262 Iteration 3Q: 3 clusters Score -4652148 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30959 members Mstep: Class 2 contains 37037 members Entering Unmasked Estep Score: -4652955.500000 Penalty: 5519.093262 Iteration 4Q: 3 clusters Score -4652956 nChanged 2903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29292 members Mstep: Class 2 contains 38704 members Entering Unmasked Estep Score: -4654038.500000 Penalty: 5519.093262 Iteration 5Q: 3 clusters Score -4654038 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27059 members Mstep: Class 2 contains 40937 members Entering Unmasked Estep Score: -4655238.500000 Penalty: 5519.093262 Iteration 6Q: 3 clusters Score -4655238 nChanged 3549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 43672 members Entering Unmasked Estep Score: -4656921.500000 Penalty: 5519.093262 Iteration 7F: 3 clusters Score -4656922 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20950 members Mstep: Class 2 contains 47046 members Entering Unmasked Estep Score: -4658999.000000 Penalty: 5519.093262 Iteration 8F: 3 clusters Score -4658999 nChanged 4176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17076 members Mstep: Class 2 contains 50920 members Entering Unmasked Estep Score: -4661522.500000 Penalty: 5519.093262 Iteration 9F: 3 clusters Score -4661522 nChanged 4022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 54868 members Entering Unmasked Estep Score: -4664197.000000 Penalty: 5519.093262 Iteration 10F: 3 clusters Score -4664197 nChanged 3781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 58625 members Entering Unmasked Estep Score: -4667105.000000 Penalty: 5519.093262 Iteration 11F: 3 clusters Score -4667105 nChanged 3426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 62043 members Entering Unmasked Estep Score: -4670124.500000 Penalty: 5519.093262 Iteration 12F: 3 clusters Score -4670124 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 64762 members Entering Unmasked Estep Score: -4672872.000000 Penalty: 5519.093262 Iteration 13Q: 3 clusters Score -4672872 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 66544 members Entering Unmasked Estep Score: -4674802.000000 Penalty: 5519.093262 Iteration 14Q: 3 clusters Score -4674802 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 67273 members Entering Unmasked Estep Score: -4675525.000000 Penalty: 5519.093262 Iteration 15Q: 3 clusters Score -4675525 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 67522 members Entering Unmasked Estep Score: -4675751.000000 Penalty: 5519.093262 Iteration 16Q: 3 clusters Score -4675751 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 67605 members Entering Unmasked Estep Score: -4675861.500000 Penalty: 5519.093262 Iteration 17Q: 3 clusters Score -4675862 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 67643 members Entering Unmasked Estep Score: -4675921.000000 Penalty: 5519.093262 Iteration 18Q: 3 clusters Score -4675921 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 67667 members Entering Unmasked Estep Score: -4675950.000000 Penalty: 5519.093262 Iteration 19Q: 3 clusters Score -4675950 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 67680 members Entering Unmasked Estep Score: -4675967.000000 Penalty: 5519.093262 Iteration 20F: 3 clusters Score -4675967 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 67687 members Entering Unmasked Estep Score: -4675972.500000 Penalty: 5519.093262 Iteration 21Q: 3 clusters Score -4675972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 67691 members Entering Unmasked Estep Score: -4675985.500000 Penalty: 5519.093262 Iteration 22Q: 3 clusters Score -4675986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 67692 members Entering Unmasked Estep Score: -4675982.500000 Penalty: 5519.093262 Iteration 23Q: 3 clusters Score -4675982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 67693 members Entering Unmasked Estep Score: -4675984.000000 Penalty: 5519.093262 Iteration 24Q: 3 clusters Score -4675984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 67693 members Entering Unmasked Estep Score: -4675984.000000 Penalty: 5519.093262 Iteration 25F: 3 clusters Score -4675984 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Entering Unmasked Estep Score: -470316.062500 Penalty: 2198.667236 Iteration 0F: 2 clusters Score -470316.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -464553.625000 Penalty: 4397.334473 Iteration 0F: 3 clusters Score -464553.6 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -466133.781250 Penalty: 4397.334473 Iteration 1F: 3 clusters Score -466133.8 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -466443.562500 Penalty: 4397.334473 Iteration 2F: 3 clusters Score -466443.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -466749.218750 Penalty: 4397.334473 Iteration 3F: 3 clusters Score -466749.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -466998.656250 Penalty: 4397.334473 Iteration 4Q: 3 clusters Score -466998.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -467208.250000 Penalty: 4397.334473 Iteration 5Q: 3 clusters Score -467208.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -467400.687500 Penalty: 4397.334473 Iteration 6Q: 3 clusters Score -467400.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -467597.531250 Penalty: 4397.334473 Iteration 7Q: 3 clusters Score -467597.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -467774.375000 Penalty: 4397.334473 Iteration 8Q: 3 clusters Score -467774.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -467921.500000 Penalty: 4397.334473 Iteration 9Q: 3 clusters Score -467921.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -468065.187500 Penalty: 4397.334473 Iteration 10Q: 3 clusters Score -468065.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -468180.593750 Penalty: 4397.334473 Iteration 11Q: 3 clusters Score -468180.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -468278.875000 Penalty: 4397.334473 Iteration 12Q: 3 clusters Score -468278.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -468375.531250 Penalty: 4397.334473 Iteration 13Q: 3 clusters Score -468375.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -468449.968750 Penalty: 4397.334473 Iteration 14Q: 3 clusters Score -468450 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -468503.937500 Penalty: 4397.334473 Iteration 15Q: 3 clusters Score -468503.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -468543.062500 Penalty: 4397.334473 Iteration 16Q: 3 clusters Score -468543.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -468577.625000 Penalty: 4397.334473 Iteration 17Q: 3 clusters Score -468577.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -468613.156250 Penalty: 4397.334473 Iteration 18Q: 3 clusters Score -468613.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -468645.968750 Penalty: 4397.334473 Iteration 19Q: 3 clusters Score -468646 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -468672.968750 Penalty: 4397.334473 Iteration 20F: 3 clusters Score -468673 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -468701.625000 Penalty: 4397.334473 Iteration 21Q: 3 clusters Score -468701.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -468731.781250 Penalty: 4397.334473 Iteration 22Q: 3 clusters Score -468731.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -468759.968750 Penalty: 4397.334473 Iteration 23Q: 3 clusters Score -468760 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -468785.906250 Penalty: 4397.334473 Iteration 24Q: 3 clusters Score -468785.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -468810.656250 Penalty: 4397.334473 Iteration 25Q: 3 clusters Score -468810.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -468831.750000 Penalty: 4397.334473 Iteration 26Q: 3 clusters Score -468831.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -468849.281250 Penalty: 4397.334473 Iteration 27Q: 3 clusters Score -468849.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -468864.718750 Penalty: 4397.334473 Iteration 28Q: 3 clusters Score -468864.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -468879.718750 Penalty: 4397.334473 Iteration 29Q: 3 clusters Score -468879.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -468894.312500 Penalty: 4397.334473 Iteration 30Q: 3 clusters Score -468894.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -468906.250000 Penalty: 4397.334473 Iteration 31Q: 3 clusters Score -468906.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -468916.343750 Penalty: 4397.334473 Iteration 32Q: 3 clusters Score -468916.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -468925.406250 Penalty: 4397.334473 Iteration 33Q: 3 clusters Score -468925.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -468939.312500 Penalty: 4397.334473 Iteration 34Q: 3 clusters Score -468939.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -468950.000000 Penalty: 4397.334473 Iteration 35Q: 3 clusters Score -468950 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -468961.468750 Penalty: 4397.334473 Iteration 36Q: 3 clusters Score -468961.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -468972.656250 Penalty: 4397.334473 Iteration 37Q: 3 clusters Score -468972.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -468982.656250 Penalty: 4397.334473 Iteration 38Q: 3 clusters Score -468982.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -468987.500000 Penalty: 4397.334473 Iteration 39Q: 3 clusters Score -468987.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -468990.250000 Penalty: 4397.334473 Iteration 40F: 3 clusters Score -468990.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -468990.750000 Penalty: 4397.334473 Iteration 41Q: 3 clusters Score -468990.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -468991.625000 Penalty: 4397.334473 Iteration 42Q: 3 clusters Score -468991.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -468992.500000 Penalty: 4397.334473 Iteration 43Q: 3 clusters Score -468992.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -468994.593750 Penalty: 4397.334473 Iteration 44Q: 3 clusters Score -468994.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -468995.937500 Penalty: 4397.334473 Iteration 45Q: 3 clusters Score -468995.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -468995.937500 Penalty: 4397.334473 Iteration 46Q: 3 clusters Score -468995.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -468997.375000 Penalty: 4397.334473 Iteration 47Q: 3 clusters Score -468997.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -468997.875000 Penalty: 4397.334473 Iteration 48Q: 3 clusters Score -468997.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -469000.093750 Penalty: 4397.334473 Iteration 49Q: 3 clusters Score -469000.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -469000.531250 Penalty: 4397.334473 Iteration 50Q: 3 clusters Score -469000.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -469001.781250 Penalty: 4397.334473 Iteration 51Q: 3 clusters Score -469001.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -469004.906250 Penalty: 4397.334473 Iteration 52Q: 3 clusters Score -469004.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -469005.531250 Penalty: 4397.334473 Iteration 53Q: 3 clusters Score -469005.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -469007.531250 Penalty: 4397.334473 Iteration 54Q: 3 clusters Score -469007.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -469009.218750 Penalty: 4397.334473 Iteration 55Q: 3 clusters Score -469009.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -469010.968750 Penalty: 4397.334473 Iteration 56Q: 3 clusters Score -469011 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -469010.968750 Penalty: 4397.334473 Iteration 57Q: 3 clusters Score -469011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -469010.968750 Penalty: 4397.334473 Iteration 58F: 3 clusters Score -469011 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Entering Unmasked Estep Score: -370425.250000 Penalty: 2113.944824 Iteration 0F: 2 clusters Score -370425.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -365904.218750 Penalty: 4227.889648 Iteration 0F: 3 clusters Score -365904.2 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -366961.250000 Penalty: 4227.889648 Iteration 1F: 3 clusters Score -366961.2 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -367186.125000 Penalty: 4227.889648 Iteration 2F: 3 clusters Score -367186.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -367352.500000 Penalty: 4227.889648 Iteration 3F: 3 clusters Score -367352.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -367490.000000 Penalty: 4227.889648 Iteration 4Q: 3 clusters Score -367490 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -367620.343750 Penalty: 4227.889648 Iteration 5Q: 3 clusters Score -367620.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -367750.281250 Penalty: 4227.889648 Iteration 6Q: 3 clusters Score -367750.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -367884.000000 Penalty: 4227.889648 Iteration 7Q: 3 clusters Score -367884 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -368046.625000 Penalty: 4227.889648 Iteration 8Q: 3 clusters Score -368046.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -368191.156250 Penalty: 4227.889648 Iteration 9Q: 3 clusters Score -368191.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -368310.343750 Penalty: 4227.889648 Iteration 10Q: 3 clusters Score -368310.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -368413.468750 Penalty: 4227.889648 Iteration 11Q: 3 clusters Score -368413.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -368503.125000 Penalty: 4227.889648 Iteration 12Q: 3 clusters Score -368503.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -368574.062500 Penalty: 4227.889648 Iteration 13Q: 3 clusters Score -368574.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -368619.437500 Penalty: 4227.889648 Iteration 14Q: 3 clusters Score -368619.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -368649.625000 Penalty: 4227.889648 Iteration 15Q: 3 clusters Score -368649.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -368682.718750 Penalty: 4227.889648 Iteration 16Q: 3 clusters Score -368682.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -368701.343750 Penalty: 4227.889648 Iteration 17Q: 3 clusters Score -368701.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -368718.250000 Penalty: 4227.889648 Iteration 18Q: 3 clusters Score -368718.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -368727.187500 Penalty: 4227.889648 Iteration 19Q: 3 clusters Score -368727.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -368735.375000 Penalty: 4227.889648 Iteration 20F: 3 clusters Score -368735.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -368739.281250 Penalty: 4227.889648 Iteration 21Q: 3 clusters Score -368739.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -368741.875000 Penalty: 4227.889648 Iteration 22Q: 3 clusters Score -368741.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -368742.218750 Penalty: 4227.889648 Iteration 23Q: 3 clusters Score -368742.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -368743.812500 Penalty: 4227.889648 Iteration 24Q: 3 clusters Score -368743.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -368746.843750 Penalty: 4227.889648 Iteration 25Q: 3 clusters Score -368746.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -368749.312500 Penalty: 4227.889648 Iteration 26Q: 3 clusters Score -368749.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -368750.062500 Penalty: 4227.889648 Iteration 27Q: 3 clusters Score -368750.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -368753.000000 Penalty: 4227.889648 Iteration 28Q: 3 clusters Score -368753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -368755.000000 Penalty: 4227.889648 Iteration 29Q: 3 clusters Score -368755 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -368757.875000 Penalty: 4227.889648 Iteration 30Q: 3 clusters Score -368757.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -368758.343750 Penalty: 4227.889648 Iteration 31Q: 3 clusters Score -368758.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -368759.406250 Penalty: 4227.889648 Iteration 32Q: 3 clusters Score -368759.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -368759.968750 Penalty: 4227.889648 Iteration 33Q: 3 clusters Score -368760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -368760.937500 Penalty: 4227.889648 Iteration 34Q: 3 clusters Score -368760.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -368762.000000 Penalty: 4227.889648 Iteration 35Q: 3 clusters Score -368762 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -368762.812500 Penalty: 4227.889648 Iteration 36Q: 3 clusters Score -368762.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -368763.531250 Penalty: 4227.889648 Iteration 37Q: 3 clusters Score -368763.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -368763.531250 Penalty: 4227.889648 Iteration 38F: 3 clusters Score -368763.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Entering Unmasked Estep Score: -599064.812500 Penalty: 2246.500732 Iteration 0F: 2 clusters Score -599064.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -592292.125000 Penalty: 4493.001465 Iteration 0F: 3 clusters Score -592292.1 nChanged 3548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -594123.687500 Penalty: 4493.001465 Iteration 1F: 3 clusters Score -594123.7 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -594375.187500 Penalty: 4493.001465 Iteration 2F: 3 clusters Score -594375.2 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -594561.437500 Penalty: 4493.001465 Iteration 3F: 3 clusters Score -594561.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -594714.312500 Penalty: 4493.001465 Iteration 4Q: 3 clusters Score -594714.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -594881.000000 Penalty: 4493.001465 Iteration 5Q: 3 clusters Score -594881 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -595070.437500 Penalty: 4493.001465 Iteration 6Q: 3 clusters Score -595070.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -595286.062500 Penalty: 4493.001465 Iteration 7Q: 3 clusters Score -595286.1 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -595541.625000 Penalty: 4493.001465 Iteration 8Q: 3 clusters Score -595541.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -595820.062500 Penalty: 4493.001465 Iteration 9Q: 3 clusters Score -595820.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -596117.937500 Penalty: 4493.001465 Iteration 10Q: 3 clusters Score -596117.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -596385.562500 Penalty: 4493.001465 Iteration 11Q: 3 clusters Score -596385.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -596582.375000 Penalty: 4493.001465 Iteration 12Q: 3 clusters Score -596582.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -596753.187500 Penalty: 4493.001465 Iteration 13Q: 3 clusters Score -596753.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -596910.312500 Penalty: 4493.001465 Iteration 14Q: 3 clusters Score -596910.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -597046.125000 Penalty: 4493.001465 Iteration 15Q: 3 clusters Score -597046.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -597142.562500 Penalty: 4493.001465 Iteration 16Q: 3 clusters Score -597142.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -597238.250000 Penalty: 4493.001465 Iteration 17Q: 3 clusters Score -597238.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -597309.562500 Penalty: 4493.001465 Iteration 18Q: 3 clusters Score -597309.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -597362.187500 Penalty: 4493.001465 Iteration 19Q: 3 clusters Score -597362.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -597403.812500 Penalty: 4493.001465 Iteration 20F: 3 clusters Score -597403.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -597422.500000 Penalty: 4493.001465 Iteration 21Q: 3 clusters Score -597422.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -597432.500000 Penalty: 4493.001465 Iteration 22Q: 3 clusters Score -597432.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -597440.812500 Penalty: 4493.001465 Iteration 23Q: 3 clusters Score -597440.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -597450.625000 Penalty: 4493.001465 Iteration 24Q: 3 clusters Score -597450.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -597454.875000 Penalty: 4493.001465 Iteration 25Q: 3 clusters Score -597454.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -597459.812500 Penalty: 4493.001465 Iteration 26Q: 3 clusters Score -597459.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -597467.437500 Penalty: 4493.001465 Iteration 27Q: 3 clusters Score -597467.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -597472.437500 Penalty: 4493.001465 Iteration 28Q: 3 clusters Score -597472.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -597474.500000 Penalty: 4493.001465 Iteration 29Q: 3 clusters Score -597474.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -597477.562500 Penalty: 4493.001465 Iteration 30Q: 3 clusters Score -597477.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -597477.125000 Penalty: 4493.001465 Iteration 31Q: 3 clusters Score -597477.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -597477.125000 Penalty: 4493.001465 Iteration 32F: 3 clusters Score -597477.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Entering Unmasked Estep Score: -181506.843750 Penalty: 1964.270752 Iteration 0F: 2 clusters Score -181506.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -178385.515625 Penalty: 3928.541504 Iteration 0F: 3 clusters Score -178385.5 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -178956.890625 Penalty: 3928.541504 Iteration 1F: 3 clusters Score -178956.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -179090.796875 Penalty: 3928.541504 Iteration 2F: 3 clusters Score -179090.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -179171.468750 Penalty: 3928.541504 Iteration 3Q: 3 clusters Score -179171.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -179230.859375 Penalty: 3928.541504 Iteration 4Q: 3 clusters Score -179230.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -179283.109375 Penalty: 3928.541504 Iteration 5Q: 3 clusters Score -179283.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -179327.109375 Penalty: 3928.541504 Iteration 6Q: 3 clusters Score -179327.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -179353.937500 Penalty: 3928.541504 Iteration 7Q: 3 clusters Score -179353.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -179374.484375 Penalty: 3928.541504 Iteration 8Q: 3 clusters Score -179374.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -179403.468750 Penalty: 3928.541504 Iteration 9Q: 3 clusters Score -179403.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -179429.468750 Penalty: 3928.541504 Iteration 10Q: 3 clusters Score -179429.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -179445.843750 Penalty: 3928.541504 Iteration 11Q: 3 clusters Score -179445.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -179460.828125 Penalty: 3928.541504 Iteration 12Q: 3 clusters Score -179460.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -179471.000000 Penalty: 3928.541504 Iteration 13Q: 3 clusters Score -179471 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -179481.265625 Penalty: 3928.541504 Iteration 14Q: 3 clusters Score -179481.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -179492.312500 Penalty: 3928.541504 Iteration 15Q: 3 clusters Score -179492.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -179498.171875 Penalty: 3928.541504 Iteration 16Q: 3 clusters Score -179498.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -179501.062500 Penalty: 3928.541504 Iteration 17Q: 3 clusters Score -179501.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -179502.093750 Penalty: 3928.541504 Iteration 18Q: 3 clusters Score -179502.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -179503.484375 Penalty: 3928.541504 Iteration 19Q: 3 clusters Score -179503.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -179506.328125 Penalty: 3928.541504 Iteration 20F: 3 clusters Score -179506.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -179508.421875 Penalty: 3928.541504 Iteration 21Q: 3 clusters Score -179508.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -179511.875000 Penalty: 3928.541504 Iteration 22Q: 3 clusters Score -179511.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -179512.890625 Penalty: 3928.541504 Iteration 23Q: 3 clusters Score -179512.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -179514.015625 Penalty: 3928.541504 Iteration 24Q: 3 clusters Score -179514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -179515.562500 Penalty: 3928.541504 Iteration 25Q: 3 clusters Score -179515.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -179517.359375 Penalty: 3928.541504 Iteration 26Q: 3 clusters Score -179517.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -179520.859375 Penalty: 3928.541504 Iteration 27Q: 3 clusters Score -179520.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -179526.187500 Penalty: 3928.541504 Iteration 28Q: 3 clusters Score -179526.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -179529.234375 Penalty: 3928.541504 Iteration 29Q: 3 clusters Score -179529.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -179532.109375 Penalty: 3928.541504 Iteration 30Q: 3 clusters Score -179532.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -179532.359375 Penalty: 3928.541504 Iteration 31Q: 3 clusters Score -179532.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -179534.500000 Penalty: 3928.541504 Iteration 32Q: 3 clusters Score -179534.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -179536.375000 Penalty: 3928.541504 Iteration 33Q: 3 clusters Score -179536.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -179538.312500 Penalty: 3928.541504 Iteration 34Q: 3 clusters Score -179538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -179539.484375 Penalty: 3928.541504 Iteration 35Q: 3 clusters Score -179539.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -179540.656250 Penalty: 3928.541504 Iteration 36Q: 3 clusters Score -179540.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -179541.234375 Penalty: 3928.541504 Iteration 37Q: 3 clusters Score -179541.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -179541.765625 Penalty: 3928.541504 Iteration 38Q: 3 clusters Score -179541.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -179541.953125 Penalty: 3928.541504 Iteration 39Q: 3 clusters Score -179542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -179542.562500 Penalty: 3928.541504 Iteration 40F: 3 clusters Score -179542.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -179542.765625 Penalty: 3928.541504 Iteration 41Q: 3 clusters Score -179542.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -179542.765625 Penalty: 3928.541504 Iteration 42F: 3 clusters Score -179542.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Entering Unmasked Estep Score: -978033.562500 Penalty: 2354.888916 Iteration 0F: 2 clusters Score -978033.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -968233.750000 Penalty: 4709.777832 Iteration 0F: 3 clusters Score -968233.8 nChanged 5759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -971250.250000 Penalty: 4709.777832 Iteration 1F: 3 clusters Score -971250.2 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -971685.500000 Penalty: 4709.777832 Iteration 2F: 3 clusters Score -971685.5 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -972124.187500 Penalty: 4709.777832 Iteration 3F: 3 clusters Score -972124.2 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -972622.687500 Penalty: 4709.777832 Iteration 4F: 3 clusters Score -972622.7 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -973197.812500 Penalty: 4709.777832 Iteration 5F: 3 clusters Score -973197.8 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -973772.875000 Penalty: 4709.777832 Iteration 6F: 3 clusters Score -973772.9 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -974332.875000 Penalty: 4709.777832 Iteration 7F: 3 clusters Score -974332.9 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -974795.187500 Penalty: 4709.777832 Iteration 8Q: 3 clusters Score -974795.2 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -975158.500000 Penalty: 4709.777832 Iteration 9Q: 3 clusters Score -975158.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -975377.000000 Penalty: 4709.777832 Iteration 10Q: 3 clusters Score -975377 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -975511.125000 Penalty: 4709.777832 Iteration 11Q: 3 clusters Score -975511.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -975579.437500 Penalty: 4709.777832 Iteration 12Q: 3 clusters Score -975579.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -975624.500000 Penalty: 4709.777832 Iteration 13Q: 3 clusters Score -975624.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -975655.875000 Penalty: 4709.777832 Iteration 14Q: 3 clusters Score -975655.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -975688.250000 Penalty: 4709.777832 Iteration 15Q: 3 clusters Score -975688.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -975714.937500 Penalty: 4709.777832 Iteration 16Q: 3 clusters Score -975714.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -975740.687500 Penalty: 4709.777832 Iteration 17Q: 3 clusters Score -975740.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -975762.562500 Penalty: 4709.777832 Iteration 18Q: 3 clusters Score -975762.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -975779.375000 Penalty: 4709.777832 Iteration 19Q: 3 clusters Score -975779.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -975798.375000 Penalty: 4709.777832 Iteration 20F: 3 clusters Score -975798.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -975820.375000 Penalty: 4709.777832 Iteration 21Q: 3 clusters Score -975820.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -975833.750000 Penalty: 4709.777832 Iteration 22Q: 3 clusters Score -975833.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -975846.500000 Penalty: 4709.777832 Iteration 23Q: 3 clusters Score -975846.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -975858.687500 Penalty: 4709.777832 Iteration 24Q: 3 clusters Score -975858.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -975867.250000 Penalty: 4709.777832 Iteration 25Q: 3 clusters Score -975867.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -975873.500000 Penalty: 4709.777832 Iteration 26Q: 3 clusters Score -975873.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -975884.125000 Penalty: 4709.777832 Iteration 27Q: 3 clusters Score -975884.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -975887.625000 Penalty: 4709.777832 Iteration 28Q: 3 clusters Score -975887.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -975895.250000 Penalty: 4709.777832 Iteration 29Q: 3 clusters Score -975895.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -975901.437500 Penalty: 4709.777832 Iteration 30Q: 3 clusters Score -975901.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -975904.187500 Penalty: 4709.777832 Iteration 31Q: 3 clusters Score -975904.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -975912.000000 Penalty: 4709.777832 Iteration 32Q: 3 clusters Score -975912 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -975921.812500 Penalty: 4709.777832 Iteration 33Q: 3 clusters Score -975921.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -975929.500000 Penalty: 4709.777832 Iteration 34Q: 3 clusters Score -975929.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -975940.250000 Penalty: 4709.777832 Iteration 35Q: 3 clusters Score -975940.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -975948.875000 Penalty: 4709.777832 Iteration 36Q: 3 clusters Score -975948.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -975958.062500 Penalty: 4709.777832 Iteration 37Q: 3 clusters Score -975958.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -975970.375000 Penalty: 4709.777832 Iteration 38Q: 3 clusters Score -975970.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -975975.062500 Penalty: 4709.777832 Iteration 39Q: 3 clusters Score -975975.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -975983.062500 Penalty: 4709.777832 Iteration 40F: 3 clusters Score -975983.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -975997.687500 Penalty: 4709.777832 Iteration 41Q: 3 clusters Score -975997.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -976008.812500 Penalty: 4709.777832 Iteration 42Q: 3 clusters Score -976008.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -976021.937500 Penalty: 4709.777832 Iteration 43Q: 3 clusters Score -976021.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -976032.750000 Penalty: 4709.777832 Iteration 44Q: 3 clusters Score -976032.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11427 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -976046.250000 Penalty: 4709.777832 Iteration 45Q: 3 clusters Score -976046.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -976052.937500 Penalty: 4709.777832 Iteration 46Q: 3 clusters Score -976052.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -976060.937500 Penalty: 4709.777832 Iteration 47Q: 3 clusters Score -976060.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -976076.250000 Penalty: 4709.777832 Iteration 48Q: 3 clusters Score -976076.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -976089.812500 Penalty: 4709.777832 Iteration 49Q: 3 clusters Score -976089.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -976098.500000 Penalty: 4709.777832 Iteration 50Q: 3 clusters Score -976098.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -976112.562500 Penalty: 4709.777832 Iteration 51Q: 3 clusters Score -976112.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -976119.125000 Penalty: 4709.777832 Iteration 52Q: 3 clusters Score -976119.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -976127.187500 Penalty: 4709.777832 Iteration 53Q: 3 clusters Score -976127.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -976133.437500 Penalty: 4709.777832 Iteration 54Q: 3 clusters Score -976133.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -976140.812500 Penalty: 4709.777832 Iteration 55Q: 3 clusters Score -976140.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -976143.812500 Penalty: 4709.777832 Iteration 56Q: 3 clusters Score -976143.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -976149.062500 Penalty: 4709.777832 Iteration 57Q: 3 clusters Score -976149.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -976149.937500 Penalty: 4709.777832 Iteration 58Q: 3 clusters Score -976149.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -976151.750000 Penalty: 4709.777832 Iteration 59Q: 3 clusters Score -976151.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -976155.750000 Penalty: 4709.777832 Iteration 60F: 3 clusters Score -976155.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -976158.812500 Penalty: 4709.777832 Iteration 61Q: 3 clusters Score -976158.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -976159.687500 Penalty: 4709.777832 Iteration 62Q: 3 clusters Score -976159.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -976166.375000 Penalty: 4709.777832 Iteration 63Q: 3 clusters Score -976166.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -976168.875000 Penalty: 4709.777832 Iteration 64Q: 3 clusters Score -976168.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11862 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -976175.437500 Penalty: 4709.777832 Iteration 65Q: 3 clusters Score -976175.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -976178.250000 Penalty: 4709.777832 Iteration 66Q: 3 clusters Score -976178.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -976185.562500 Penalty: 4709.777832 Iteration 67Q: 3 clusters Score -976185.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -976191.437500 Penalty: 4709.777832 Iteration 68Q: 3 clusters Score -976191.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -976194.187500 Penalty: 4709.777832 Iteration 69Q: 3 clusters Score -976194.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -976198.937500 Penalty: 4709.777832 Iteration 70Q: 3 clusters Score -976198.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -976200.312500 Penalty: 4709.777832 Iteration 71Q: 3 clusters Score -976200.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -976203.500000 Penalty: 4709.777832 Iteration 72Q: 3 clusters Score -976203.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -976208.750000 Penalty: 4709.777832 Iteration 73Q: 3 clusters Score -976208.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -976210.000000 Penalty: 4709.777832 Iteration 74Q: 3 clusters Score -976210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -976208.500000 Penalty: 4709.777832 Iteration 75Q: 3 clusters Score -976208.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -976210.687500 Penalty: 4709.777832 Iteration 76Q: 3 clusters Score -976210.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -976212.562500 Penalty: 4709.777832 Iteration 77Q: 3 clusters Score -976212.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -976212.750000 Penalty: 4709.777832 Iteration 78Q: 3 clusters Score -976212.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -976212.062500 Penalty: 4709.777832 Iteration 79Q: 3 clusters Score -976212.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -976212.062500 Penalty: 4709.777832 Iteration 80F: 3 clusters Score -976212.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Entering Unmasked Estep Score: -173770.296875 Penalty: 1971.986816 Iteration 0F: 2 clusters Score -173770.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -170605.156250 Penalty: 3943.973633 Iteration 0F: 3 clusters Score -170605.2 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -171278.093750 Penalty: 3943.973633 Iteration 1F: 3 clusters Score -171278.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -171445.796875 Penalty: 3943.973633 Iteration 2F: 3 clusters Score -171445.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -171534.312500 Penalty: 3943.973633 Iteration 3Q: 3 clusters Score -171534.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -171593.328125 Penalty: 3943.973633 Iteration 4Q: 3 clusters Score -171593.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -171628.015625 Penalty: 3943.973633 Iteration 5Q: 3 clusters Score -171628 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -171652.609375 Penalty: 3943.973633 Iteration 6Q: 3 clusters Score -171652.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -171671.890625 Penalty: 3943.973633 Iteration 7Q: 3 clusters Score -171671.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -171680.234375 Penalty: 3943.973633 Iteration 8Q: 3 clusters Score -171680.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -171687.390625 Penalty: 3943.973633 Iteration 9Q: 3 clusters Score -171687.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -171694.484375 Penalty: 3943.973633 Iteration 10Q: 3 clusters Score -171694.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -171697.687500 Penalty: 3943.973633 Iteration 11Q: 3 clusters Score -171697.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -171703.640625 Penalty: 3943.973633 Iteration 12Q: 3 clusters Score -171703.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -171711.328125 Penalty: 3943.973633 Iteration 13Q: 3 clusters Score -171711.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -171716.937500 Penalty: 3943.973633 Iteration 14Q: 3 clusters Score -171716.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -171723.296875 Penalty: 3943.973633 Iteration 15Q: 3 clusters Score -171723.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -171731.890625 Penalty: 3943.973633 Iteration 16Q: 3 clusters Score -171731.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -171739.015625 Penalty: 3943.973633 Iteration 17Q: 3 clusters Score -171739 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -171745.640625 Penalty: 3943.973633 Iteration 18Q: 3 clusters Score -171745.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -171753.093750 Penalty: 3943.973633 Iteration 19Q: 3 clusters Score -171753.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -171758.343750 Penalty: 3943.973633 Iteration 20F: 3 clusters Score -171758.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -171763.109375 Penalty: 3943.973633 Iteration 21Q: 3 clusters Score -171763.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -171768.796875 Penalty: 3943.973633 Iteration 22Q: 3 clusters Score -171768.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -171771.359375 Penalty: 3943.973633 Iteration 23Q: 3 clusters Score -171771.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -171776.593750 Penalty: 3943.973633 Iteration 24Q: 3 clusters Score -171776.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -171782.984375 Penalty: 3943.973633 Iteration 25Q: 3 clusters Score -171783 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -171788.390625 Penalty: 3943.973633 Iteration 26Q: 3 clusters Score -171788.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -171792.843750 Penalty: 3943.973633 Iteration 27Q: 3 clusters Score -171792.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -171797.515625 Penalty: 3943.973633 Iteration 28Q: 3 clusters Score -171797.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -171800.281250 Penalty: 3943.973633 Iteration 29Q: 3 clusters Score -171800.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -171801.218750 Penalty: 3943.973633 Iteration 30Q: 3 clusters Score -171801.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -171801.640625 Penalty: 3943.973633 Iteration 31Q: 3 clusters Score -171801.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -171802.406250 Penalty: 3943.973633 Iteration 32Q: 3 clusters Score -171802.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -171802.421875 Penalty: 3943.973633 Iteration 33Q: 3 clusters Score -171802.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -171803.828125 Penalty: 3943.973633 Iteration 34Q: 3 clusters Score -171803.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -171804.343750 Penalty: 3943.973633 Iteration 35Q: 3 clusters Score -171804.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -171805.828125 Penalty: 3943.973633 Iteration 36Q: 3 clusters Score -171805.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -171807.046875 Penalty: 3943.973633 Iteration 37Q: 3 clusters Score -171807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -171808.125000 Penalty: 3943.973633 Iteration 38Q: 3 clusters Score -171808.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -171809.640625 Penalty: 3943.973633 Iteration 39Q: 3 clusters Score -171809.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -171811.328125 Penalty: 3943.973633 Iteration 40F: 3 clusters Score -171811.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -171814.640625 Penalty: 3943.973633 Iteration 41Q: 3 clusters Score -171814.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -171817.687500 Penalty: 3943.973633 Iteration 42Q: 3 clusters Score -171817.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -171821.046875 Penalty: 3943.973633 Iteration 43Q: 3 clusters Score -171821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -171823.125000 Penalty: 3943.973633 Iteration 44Q: 3 clusters Score -171823.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -171823.750000 Penalty: 3943.973633 Iteration 45Q: 3 clusters Score -171823.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -171823.968750 Penalty: 3943.973633 Iteration 46Q: 3 clusters Score -171824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -171824.843750 Penalty: 3943.973633 Iteration 47Q: 3 clusters Score -171824.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -171825.671875 Penalty: 3943.973633 Iteration 48Q: 3 clusters Score -171825.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -171825.937500 Penalty: 3943.973633 Iteration 49Q: 3 clusters Score -171825.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -171825.937500 Penalty: 3943.973633 Iteration 50F: 3 clusters Score -171825.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (333717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333717 members Entering Unmasked Estep Score: -23023102.000000 Penalty: 3154.076172 Iteration 0F: 2 clusters Score -2.30231e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166634 members Mstep: Class 2 contains 167083 members Entering Unmasked Estep Score: -22798660.000000 Penalty: 6308.152344 Iteration 0F: 3 clusters Score -2.279866e+07 nChanged 161991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163875 members Mstep: Class 2 contains 169842 members Entering Unmasked Estep Score: -22895522.000000 Penalty: 6308.152344 Iteration 1F: 3 clusters Score -2.289552e+07 nChanged 9578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162807 members Mstep: Class 2 contains 170910 members Entering Unmasked Estep Score: -22898028.000000 Penalty: 6308.152344 Iteration 2Q: 3 clusters Score -2.289803e+07 nChanged 10803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161164 members Mstep: Class 2 contains 172553 members Entering Unmasked Estep Score: -22900886.000000 Penalty: 6308.152344 Iteration 3Q: 3 clusters Score -2.290089e+07 nChanged 12197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158737 members Mstep: Class 2 contains 174980 members Entering Unmasked Estep Score: -22905358.000000 Penalty: 6308.152344 Iteration 4Q: 3 clusters Score -2.290536e+07 nChanged 14318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154951 members Mstep: Class 2 contains 178766 members Entering Unmasked Estep Score: -22911612.000000 Penalty: 6308.152344 Iteration 5Q: 3 clusters Score -2.291161e+07 nChanged 16374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149293 members Mstep: Class 2 contains 184424 members Entering Unmasked Estep Score: -22919674.000000 Penalty: 6308.152344 Iteration 6Q: 3 clusters Score -2.291967e+07 nChanged 18535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141272 members Mstep: Class 2 contains 192445 members Entering Unmasked Estep Score: -22929936.000000 Penalty: 6308.152344 Iteration 7F: 3 clusters Score -2.292994e+07 nChanged 19587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131277 members Mstep: Class 2 contains 202440 members Entering Unmasked Estep Score: -22942344.000000 Penalty: 6308.152344 Iteration 8F: 3 clusters Score -2.294234e+07 nChanged 19283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120200 members Mstep: Class 2 contains 213517 members Entering Unmasked Estep Score: -22954424.000000 Penalty: 6308.152344 Iteration 9F: 3 clusters Score -2.295442e+07 nChanged 17593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109519 members Mstep: Class 2 contains 224198 members Entering Unmasked Estep Score: -22964824.000000 Penalty: 6308.152344 Iteration 10F: 3 clusters Score -2.296482e+07 nChanged 14618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100087 members Mstep: Class 2 contains 233630 members Entering Unmasked Estep Score: -22972794.000000 Penalty: 6308.152344 Iteration 11Q: 3 clusters Score -2.297279e+07 nChanged 11673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91888 members Mstep: Class 2 contains 241829 members Entering Unmasked Estep Score: -22978290.000000 Penalty: 6308.152344 Iteration 12Q: 3 clusters Score -2.297829e+07 nChanged 9362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84478 members Mstep: Class 2 contains 249239 members Entering Unmasked Estep Score: -22982462.000000 Penalty: 6308.152344 Iteration 13Q: 3 clusters Score -2.298246e+07 nChanged 7815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77629 members Mstep: Class 2 contains 256088 members Entering Unmasked Estep Score: -22985470.000000 Penalty: 6308.152344 Iteration 14Q: 3 clusters Score -2.298547e+07 nChanged 6888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71087 members Mstep: Class 2 contains 262630 members Entering Unmasked Estep Score: -22988300.000000 Penalty: 6308.152344 Iteration 15Q: 3 clusters Score -2.29883e+07 nChanged 6756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64467 members Mstep: Class 2 contains 269250 members Entering Unmasked Estep Score: -22990896.000000 Penalty: 6308.152344 Iteration 16Q: 3 clusters Score -2.29909e+07 nChanged 6502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58031 members Mstep: Class 2 contains 275686 members Entering Unmasked Estep Score: -22993898.000000 Penalty: 6308.152344 Iteration 17Q: 3 clusters Score -2.29939e+07 nChanged 6320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51745 members Mstep: Class 2 contains 281972 members Entering Unmasked Estep Score: -22996730.000000 Penalty: 6308.152344 Iteration 18Q: 3 clusters Score -2.299673e+07 nChanged 6143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45654 members Mstep: Class 2 contains 288063 members Entering Unmasked Estep Score: -22999754.000000 Penalty: 6308.152344 Iteration 19Q: 3 clusters Score -2.299975e+07 nChanged 5915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39783 members Mstep: Class 2 contains 293934 members Entering Unmasked Estep Score: -23002890.000000 Penalty: 6308.152344 Iteration 20F: 3 clusters Score -2.300289e+07 nChanged 5713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34102 members Mstep: Class 2 contains 299615 members Entering Unmasked Estep Score: -23006070.000000 Penalty: 6308.152344 Iteration 21Q: 3 clusters Score -2.300607e+07 nChanged 5339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28789 members Mstep: Class 2 contains 304928 members Entering Unmasked Estep Score: -23009218.000000 Penalty: 6308.152344 Iteration 22Q: 3 clusters Score -2.300922e+07 nChanged 4859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23954 members Mstep: Class 2 contains 309763 members Entering Unmasked Estep Score: -23012042.000000 Penalty: 6308.152344 Iteration 23Q: 3 clusters Score -2.301204e+07 nChanged 4269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 314014 members Entering Unmasked Estep Score: -23014664.000000 Penalty: 6308.152344 Iteration 24Q: 3 clusters Score -2.301466e+07 nChanged 3560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16191 members Mstep: Class 2 contains 317526 members Entering Unmasked Estep Score: -23016798.000000 Penalty: 6308.152344 Iteration 25Q: 3 clusters Score -2.30168e+07 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 320258 members Entering Unmasked Estep Score: -23018414.000000 Penalty: 6308.152344 Iteration 26Q: 3 clusters Score -2.301841e+07 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 322326 members Entering Unmasked Estep Score: -23019522.000000 Penalty: 6308.152344 Iteration 27Q: 3 clusters Score -2.301952e+07 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 323914 members Entering Unmasked Estep Score: -23020106.000000 Penalty: 6308.152344 Iteration 28Q: 3 clusters Score -2.302011e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 325120 members Entering Unmasked Estep Score: -23020582.000000 Penalty: 6308.152344 Iteration 29Q: 3 clusters Score -2.302058e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 326058 members Entering Unmasked Estep Score: -23020934.000000 Penalty: 6308.152344 Iteration 30Q: 3 clusters Score -2.302093e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 326762 members Entering Unmasked Estep Score: -23021256.000000 Penalty: 6308.152344 Iteration 31Q: 3 clusters Score -2.302126e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 327306 members Entering Unmasked Estep Score: -23021338.000000 Penalty: 6308.152344 Iteration 32Q: 3 clusters Score -2.302134e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 327723 members Entering Unmasked Estep Score: -23021438.000000 Penalty: 6308.152344 Iteration 33Q: 3 clusters Score -2.302144e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 328031 members Entering Unmasked Estep Score: -23021516.000000 Penalty: 6308.152344 Iteration 34Q: 3 clusters Score -2.302152e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 328278 members Entering Unmasked Estep Score: -23021614.000000 Penalty: 6308.152344 Iteration 35Q: 3 clusters Score -2.302161e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 328462 members Entering Unmasked Estep Score: -23021672.000000 Penalty: 6308.152344 Iteration 36Q: 3 clusters Score -2.302167e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 328600 members Entering Unmasked Estep Score: -23021738.000000 Penalty: 6308.152344 Iteration 37Q: 3 clusters Score -2.302174e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 328704 members Entering Unmasked Estep Score: -23021794.000000 Penalty: 6308.152344 Iteration 38Q: 3 clusters Score -2.302179e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 328803 members Entering Unmasked Estep Score: -23021794.000000 Penalty: 6308.152344 Iteration 39Q: 3 clusters Score -2.302179e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 328874 members Entering Unmasked Estep Score: -23021792.000000 Penalty: 6308.152344 Iteration 40F: 3 clusters Score -2.302179e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 328928 members Entering Unmasked Estep Score: -23021794.000000 Penalty: 6308.152344 Iteration 41Q: 3 clusters Score -2.302179e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 328982 members Entering Unmasked Estep Score: -23021822.000000 Penalty: 6308.152344 Iteration 42Q: 3 clusters Score -2.302182e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 329036 members Entering Unmasked Estep Score: -23021838.000000 Penalty: 6308.152344 Iteration 43Q: 3 clusters Score -2.302184e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 329069 members Entering Unmasked Estep Score: -23021822.000000 Penalty: 6308.152344 Iteration 44Q: 3 clusters Score -2.302182e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 329095 members Entering Unmasked Estep Score: -23021842.000000 Penalty: 6308.152344 Iteration 45Q: 3 clusters Score -2.302184e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 329103 members Entering Unmasked Estep Score: -23021832.000000 Penalty: 6308.152344 Iteration 46Q: 3 clusters Score -2.302183e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 329120 members Entering Unmasked Estep Score: -23021818.000000 Penalty: 6308.152344 Iteration 47Q: 3 clusters Score -2.302182e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 329133 members Entering Unmasked Estep Score: -23021824.000000 Penalty: 6308.152344 Iteration 48Q: 3 clusters Score -2.302182e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 329152 members Entering Unmasked Estep Score: -23021834.000000 Penalty: 6308.152344 Iteration 49Q: 3 clusters Score -2.302183e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 329167 members Entering Unmasked Estep Score: -23021850.000000 Penalty: 6308.152344 Iteration 50Q: 3 clusters Score -2.302185e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 329182 members Entering Unmasked Estep Score: -23021850.000000 Penalty: 6308.152344 Iteration 51Q: 3 clusters Score -2.302185e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 329204 members Entering Unmasked Estep Score: -23021860.000000 Penalty: 6308.152344 Iteration 52Q: 3 clusters Score -2.302186e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 329223 members Entering Unmasked Estep Score: -23021880.000000 Penalty: 6308.152344 Iteration 53Q: 3 clusters Score -2.302188e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 329239 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 54Q: 3 clusters Score -2.302185e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 329252 members Entering Unmasked Estep Score: -23021866.000000 Penalty: 6308.152344 Iteration 55Q: 3 clusters Score -2.302187e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 329265 members Entering Unmasked Estep Score: -23021848.000000 Penalty: 6308.152344 Iteration 56Q: 3 clusters Score -2.302185e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 329282 members Entering Unmasked Estep Score: -23021872.000000 Penalty: 6308.152344 Iteration 57Q: 3 clusters Score -2.302187e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 329287 members Entering Unmasked Estep Score: -23021862.000000 Penalty: 6308.152344 Iteration 58Q: 3 clusters Score -2.302186e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 329292 members Entering Unmasked Estep Score: -23021866.000000 Penalty: 6308.152344 Iteration 59Q: 3 clusters Score -2.302187e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 329297 members Entering Unmasked Estep Score: -23021874.000000 Penalty: 6308.152344 Iteration 60F: 3 clusters Score -2.302187e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 329303 members Entering Unmasked Estep Score: -23021878.000000 Penalty: 6308.152344 Iteration 61Q: 3 clusters Score -2.302188e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 329304 members Entering Unmasked Estep Score: -23021880.000000 Penalty: 6308.152344 Iteration 62Q: 3 clusters Score -2.302188e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 329308 members Entering Unmasked Estep Score: -23021878.000000 Penalty: 6308.152344 Iteration 63Q: 3 clusters Score -2.302188e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 329307 members Entering Unmasked Estep Score: -23021872.000000 Penalty: 6308.152344 Iteration 64Q: 3 clusters Score -2.302187e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 329301 members Entering Unmasked Estep Score: -23021866.000000 Penalty: 6308.152344 Iteration 65Q: 3 clusters Score -2.302187e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 329297 members Entering Unmasked Estep Score: -23021866.000000 Penalty: 6308.152344 Iteration 66Q: 3 clusters Score -2.302187e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 329296 members Entering Unmasked Estep Score: -23021868.000000 Penalty: 6308.152344 Iteration 67Q: 3 clusters Score -2.302187e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 329298 members Entering Unmasked Estep Score: -23021854.000000 Penalty: 6308.152344 Iteration 68Q: 3 clusters Score -2.302185e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 329300 members Entering Unmasked Estep Score: -23021862.000000 Penalty: 6308.152344 Iteration 69Q: 3 clusters Score -2.302186e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 329303 members Entering Unmasked Estep Score: -23021852.000000 Penalty: 6308.152344 Iteration 70Q: 3 clusters Score -2.302185e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 329309 members Entering Unmasked Estep Score: -23021870.000000 Penalty: 6308.152344 Iteration 71Q: 3 clusters Score -2.302187e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 329316 members Entering Unmasked Estep Score: -23021862.000000 Penalty: 6308.152344 Iteration 72Q: 3 clusters Score -2.302186e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 329318 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 73Q: 3 clusters Score -2.302185e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 329322 members Entering Unmasked Estep Score: -23021860.000000 Penalty: 6308.152344 Iteration 74Q: 3 clusters Score -2.302186e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 329322 members Entering Unmasked Estep Score: -23021874.000000 Penalty: 6308.152344 Iteration 75Q: 3 clusters Score -2.302187e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 329323 members Entering Unmasked Estep Score: -23021864.000000 Penalty: 6308.152344 Iteration 76Q: 3 clusters Score -2.302186e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 329327 members Entering Unmasked Estep Score: -23021862.000000 Penalty: 6308.152344 Iteration 77Q: 3 clusters Score -2.302186e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 329332 members Entering Unmasked Estep Score: -23021844.000000 Penalty: 6308.152344 Iteration 78Q: 3 clusters Score -2.302184e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 329335 members Entering Unmasked Estep Score: -23021852.000000 Penalty: 6308.152344 Iteration 79Q: 3 clusters Score -2.302185e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 329335 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 80F: 3 clusters Score -2.302185e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 329339 members Entering Unmasked Estep Score: -23021858.000000 Penalty: 6308.152344 Iteration 81Q: 3 clusters Score -2.302186e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 329344 members Entering Unmasked Estep Score: -23021858.000000 Penalty: 6308.152344 Iteration 82Q: 3 clusters Score -2.302186e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 329348 members Entering Unmasked Estep Score: -23021852.000000 Penalty: 6308.152344 Iteration 83Q: 3 clusters Score -2.302185e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 329353 members Entering Unmasked Estep Score: -23021872.000000 Penalty: 6308.152344 Iteration 84Q: 3 clusters Score -2.302187e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 329359 members Entering Unmasked Estep Score: -23021860.000000 Penalty: 6308.152344 Iteration 85Q: 3 clusters Score -2.302186e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 329361 members Entering Unmasked Estep Score: -23021858.000000 Penalty: 6308.152344 Iteration 86Q: 3 clusters Score -2.302186e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 329362 members Entering Unmasked Estep Score: -23021874.000000 Penalty: 6308.152344 Iteration 87Q: 3 clusters Score -2.302187e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 329363 members Entering Unmasked Estep Score: -23021862.000000 Penalty: 6308.152344 Iteration 88Q: 3 clusters Score -2.302186e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 329365 members Entering Unmasked Estep Score: -23021864.000000 Penalty: 6308.152344 Iteration 89Q: 3 clusters Score -2.302186e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 329368 members Entering Unmasked Estep Score: -23021860.000000 Penalty: 6308.152344 Iteration 90Q: 3 clusters Score -2.302186e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 329374 members Entering Unmasked Estep Score: -23021888.000000 Penalty: 6308.152344 Iteration 91Q: 3 clusters Score -2.302189e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 329375 members Entering Unmasked Estep Score: -23021860.000000 Penalty: 6308.152344 Iteration 92Q: 3 clusters Score -2.302186e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 329377 members Entering Unmasked Estep Score: -23021850.000000 Penalty: 6308.152344 Iteration 93Q: 3 clusters Score -2.302185e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 329378 members Entering Unmasked Estep Score: -23021842.000000 Penalty: 6308.152344 Iteration 94Q: 3 clusters Score -2.302184e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 329379 members Entering Unmasked Estep Score: -23021830.000000 Penalty: 6308.152344 Iteration 95Q: 3 clusters Score -2.302183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 329381 members Entering Unmasked Estep Score: -23021826.000000 Penalty: 6308.152344 Iteration 96Q: 3 clusters Score -2.302183e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 329384 members Entering Unmasked Estep Score: -23021810.000000 Penalty: 6308.152344 Iteration 97Q: 3 clusters Score -2.302181e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 329385 members Entering Unmasked Estep Score: -23021830.000000 Penalty: 6308.152344 Iteration 98Q: 3 clusters Score -2.302183e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 329384 members Entering Unmasked Estep Score: -23021818.000000 Penalty: 6308.152344 Iteration 99Q: 3 clusters Score -2.302182e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 329387 members Entering Unmasked Estep Score: -23021826.000000 Penalty: 6308.152344 Iteration 100F: 3 clusters Score -2.302183e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 329389 members Entering Unmasked Estep Score: -23021842.000000 Penalty: 6308.152344 Iteration 101Q: 3 clusters Score -2.302184e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 329392 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 102Q: 3 clusters Score -2.302185e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 329393 members Entering Unmasked Estep Score: -23021840.000000 Penalty: 6308.152344 Iteration 103Q: 3 clusters Score -2.302184e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 329391 members Entering Unmasked Estep Score: -23021850.000000 Penalty: 6308.152344 Iteration 104Q: 3 clusters Score -2.302185e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 329390 members Entering Unmasked Estep Score: -23021838.000000 Penalty: 6308.152344 Iteration 105Q: 3 clusters Score -2.302184e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 329392 members Entering Unmasked Estep Score: -23021824.000000 Penalty: 6308.152344 Iteration 106Q: 3 clusters Score -2.302182e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 329394 members Entering Unmasked Estep Score: -23021832.000000 Penalty: 6308.152344 Iteration 107Q: 3 clusters Score -2.302183e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 329393 members Entering Unmasked Estep Score: -23021834.000000 Penalty: 6308.152344 Iteration 108Q: 3 clusters Score -2.302183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 329395 members Entering Unmasked Estep Score: -23021838.000000 Penalty: 6308.152344 Iteration 109Q: 3 clusters Score -2.302184e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 329398 members Entering Unmasked Estep Score: -23021848.000000 Penalty: 6308.152344 Iteration 110Q: 3 clusters Score -2.302185e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 329401 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 111Q: 3 clusters Score -2.302185e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 329402 members Entering Unmasked Estep Score: -23021844.000000 Penalty: 6308.152344 Iteration 112Q: 3 clusters Score -2.302184e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 329406 members Entering Unmasked Estep Score: -23021834.000000 Penalty: 6308.152344 Iteration 113Q: 3 clusters Score -2.302183e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 329407 members Entering Unmasked Estep Score: -23021834.000000 Penalty: 6308.152344 Iteration 114Q: 3 clusters Score -2.302183e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 329408 members Entering Unmasked Estep Score: -23021848.000000 Penalty: 6308.152344 Iteration 115Q: 3 clusters Score -2.302185e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 329412 members Entering Unmasked Estep Score: -23021846.000000 Penalty: 6308.152344 Iteration 116Q: 3 clusters Score -2.302185e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 329417 members Entering Unmasked Estep Score: -23021832.000000 Penalty: 6308.152344 Iteration 117Q: 3 clusters Score -2.302183e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 329417 members Entering Unmasked Estep Score: -23021826.000000 Penalty: 6308.152344 Iteration 118Q: 3 clusters Score -2.302183e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 329419 members Entering Unmasked Estep Score: -23021836.000000 Penalty: 6308.152344 Iteration 119Q: 3 clusters Score -2.302184e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 329419 members Entering Unmasked Estep Score: -23021836.000000 Penalty: 6308.152344 Iteration 120F: 3 clusters Score -2.302184e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Entering Unmasked Estep Score: -165643.218750 Penalty: 1946.535522 Iteration 0F: 2 clusters Score -165643.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -162682.859375 Penalty: 3893.071045 Iteration 0F: 3 clusters Score -162682.9 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -163382.265625 Penalty: 3893.071045 Iteration 1F: 3 clusters Score -163382.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -163681.031250 Penalty: 3893.071045 Iteration 2F: 3 clusters Score -163681 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -163923.281250 Penalty: 3893.071045 Iteration 3F: 3 clusters Score -163923.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -164139.187500 Penalty: 3893.071045 Iteration 4F: 3 clusters Score -164139.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -164320.593750 Penalty: 3893.071045 Iteration 5F: 3 clusters Score -164320.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -164523.937500 Penalty: 3893.071045 Iteration 6Q: 3 clusters Score -164523.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -164834.296875 Penalty: 3893.071045 Iteration 7Q: 3 clusters Score -164834.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -165254.593750 Penalty: 3893.071045 Iteration 8Q: 3 clusters Score -165254.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -165527.046875 Penalty: 3893.071045 Iteration 9Q: 3 clusters Score -165527 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -165622.640625 Penalty: 3893.071045 Iteration 10Q: 3 clusters Score -165622.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -165666.093750 Penalty: 3893.071045 Iteration 11Q: 3 clusters Score -165666.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -165694.656250 Penalty: 3893.071045 Iteration 12Q: 3 clusters Score -165694.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -165702.734375 Penalty: 3893.071045 Iteration 13Q: 3 clusters Score -165702.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -165705.328125 Penalty: 3893.071045 Iteration 14Q: 3 clusters Score -165705.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -165706.828125 Penalty: 3893.071045 Iteration 15Q: 3 clusters Score -165706.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -165709.484375 Penalty: 3893.071045 Iteration 16Q: 3 clusters Score -165709.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -165712.390625 Penalty: 3893.071045 Iteration 17Q: 3 clusters Score -165712.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -165714.281250 Penalty: 3893.071045 Iteration 18Q: 3 clusters Score -165714.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -165715.812500 Penalty: 3893.071045 Iteration 19Q: 3 clusters Score -165715.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -165715.843750 Penalty: 3893.071045 Iteration 20F: 3 clusters Score -165715.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 1358 members Mstep: Class 3 contains 5147 members Mstep: Class 4 contains 67996 members Mstep: Class 6 contains 7084 members Mstep: Class 7 contains 5034 members Mstep: Class 8 contains 8591 members Mstep: Class 10 contains 2753 members Mstep: Class 11 contains 13300 members Mstep: Class 13 contains 2840 members Mstep: Class 14 contains 333717 members Mstep: Class 15 contains 1205 members Mstep: Class 17 contains 57062 members Mstep: Class 20 contains 9179 members Entering Unmasked Estep Score: -35668844.000000 Penalty: 45708.597656 Splitting cluster 15 changes total score from -35670132.000000 to -35668844.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (57062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57062 members Entering Unmasked Estep Score: -4195704.500000 Penalty: 2716.069580 Iteration 0F: 2 clusters Score -4195704 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28554 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -4157348.000000 Penalty: 5432.139160 Iteration 0F: 3 clusters Score -4157348 nChanged 26469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28521 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -4172238.500000 Penalty: 5432.139160 Iteration 1F: 3 clusters Score -4172238 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28478 members Mstep: Class 2 contains 28584 members Entering Unmasked Estep Score: -4172862.500000 Penalty: 5432.139160 Iteration 2Q: 3 clusters Score -4172862 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28431 members Mstep: Class 2 contains 28631 members Entering Unmasked Estep Score: -4173458.000000 Penalty: 5432.139160 Iteration 3Q: 3 clusters Score -4173458 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28301 members Mstep: Class 2 contains 28761 members Entering Unmasked Estep Score: -4174029.750000 Penalty: 5432.139160 Iteration 4Q: 3 clusters Score -4174030 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28100 members Mstep: Class 2 contains 28962 members Entering Unmasked Estep Score: -4174600.500000 Penalty: 5432.139160 Iteration 5Q: 3 clusters Score -4174600 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 29246 members Entering Unmasked Estep Score: -4175240.750000 Penalty: 5432.139160 Iteration 6Q: 3 clusters Score -4175241 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27476 members Mstep: Class 2 contains 29586 members Entering Unmasked Estep Score: -4175988.250000 Penalty: 5432.139160 Iteration 7Q: 3 clusters Score -4175988 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27186 members Mstep: Class 2 contains 29876 members Entering Unmasked Estep Score: -4176885.250000 Penalty: 5432.139160 Iteration 8Q: 3 clusters Score -4176885 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26928 members Mstep: Class 2 contains 30134 members Entering Unmasked Estep Score: -4178039.500000 Penalty: 5432.139160 Iteration 9Q: 3 clusters Score -4178040 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 30345 members Entering Unmasked Estep Score: -4179446.250000 Penalty: 5432.139160 Iteration 10Q: 3 clusters Score -4179446 nChanged 2873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26510 members Mstep: Class 2 contains 30552 members Entering Unmasked Estep Score: -4181131.000000 Penalty: 5432.139160 Iteration 11F: 3 clusters Score -4181131 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26361 members Mstep: Class 2 contains 30701 members Entering Unmasked Estep Score: -4182843.250000 Penalty: 5432.139160 Iteration 12F: 3 clusters Score -4182843 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26211 members Mstep: Class 2 contains 30851 members Entering Unmasked Estep Score: -4184323.000000 Penalty: 5432.139160 Iteration 13Q: 3 clusters Score -4184323 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 31104 members Entering Unmasked Estep Score: -4185374.000000 Penalty: 5432.139160 Iteration 14Q: 3 clusters Score -4185374 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25721 members Mstep: Class 2 contains 31341 members Entering Unmasked Estep Score: -4185887.250000 Penalty: 5432.139160 Iteration 15Q: 3 clusters Score -4185887 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25457 members Mstep: Class 2 contains 31605 members Entering Unmasked Estep Score: -4186146.250000 Penalty: 5432.139160 Iteration 16Q: 3 clusters Score -4186146 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25116 members Mstep: Class 2 contains 31946 members Entering Unmasked Estep Score: -4186309.750000 Penalty: 5432.139160 Iteration 17Q: 3 clusters Score -4186310 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24720 members Mstep: Class 2 contains 32342 members Entering Unmasked Estep Score: -4186455.750000 Penalty: 5432.139160 Iteration 18Q: 3 clusters Score -4186456 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24309 members Mstep: Class 2 contains 32753 members Entering Unmasked Estep Score: -4186609.000000 Penalty: 5432.139160 Iteration 19Q: 3 clusters Score -4186609 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23841 members Mstep: Class 2 contains 33221 members Entering Unmasked Estep Score: -4186760.250000 Penalty: 5432.139160 Iteration 20F: 3 clusters Score -4186760 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23340 members Mstep: Class 2 contains 33722 members Entering Unmasked Estep Score: -4186973.500000 Penalty: 5432.139160 Iteration 21Q: 3 clusters Score -4186974 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22789 members Mstep: Class 2 contains 34273 members Entering Unmasked Estep Score: -4187110.750000 Penalty: 5432.139160 Iteration 22Q: 3 clusters Score -4187111 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Mstep: Class 2 contains 34826 members Entering Unmasked Estep Score: -4187283.750000 Penalty: 5432.139160 Iteration 23Q: 3 clusters Score -4187284 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 35348 members Entering Unmasked Estep Score: -4187399.750000 Penalty: 5432.139160 Iteration 24Q: 3 clusters Score -4187400 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21215 members Mstep: Class 2 contains 35847 members Entering Unmasked Estep Score: -4187519.750000 Penalty: 5432.139160 Iteration 25Q: 3 clusters Score -4187520 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20712 members Mstep: Class 2 contains 36350 members Entering Unmasked Estep Score: -4187632.250000 Penalty: 5432.139160 Iteration 26Q: 3 clusters Score -4187632 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20206 members Mstep: Class 2 contains 36856 members Entering Unmasked Estep Score: -4187734.500000 Penalty: 5432.139160 Iteration 27Q: 3 clusters Score -4187734 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19714 members Mstep: Class 2 contains 37348 members Entering Unmasked Estep Score: -4187846.000000 Penalty: 5432.139160 Iteration 28Q: 3 clusters Score -4187846 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19170 members Mstep: Class 2 contains 37892 members Entering Unmasked Estep Score: -4187950.000000 Penalty: 5432.139160 Iteration 29Q: 3 clusters Score -4187950 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18632 members Mstep: Class 2 contains 38430 members Entering Unmasked Estep Score: -4188078.250000 Penalty: 5432.139160 Iteration 30Q: 3 clusters Score -4188078 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18052 members Mstep: Class 2 contains 39010 members Entering Unmasked Estep Score: -4188209.250000 Penalty: 5432.139160 Iteration 31Q: 3 clusters Score -4188209 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17494 members Mstep: Class 2 contains 39568 members Entering Unmasked Estep Score: -4188353.000000 Penalty: 5432.139160 Iteration 32Q: 3 clusters Score -4188353 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 40180 members Entering Unmasked Estep Score: -4188492.000000 Penalty: 5432.139160 Iteration 33Q: 3 clusters Score -4188492 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 40826 members Entering Unmasked Estep Score: -4188641.500000 Penalty: 5432.139160 Iteration 34Q: 3 clusters Score -4188642 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 41492 members Entering Unmasked Estep Score: -4188785.500000 Penalty: 5432.139160 Iteration 35Q: 3 clusters Score -4188786 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 42150 members Entering Unmasked Estep Score: -4188947.250000 Penalty: 5432.139160 Iteration 36Q: 3 clusters Score -4188947 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 42824 members Entering Unmasked Estep Score: -4189114.500000 Penalty: 5432.139160 Iteration 37Q: 3 clusters Score -4189114 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 43463 members Entering Unmasked Estep Score: -4189283.750000 Penalty: 5432.139160 Iteration 38Q: 3 clusters Score -4189284 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 44094 members Entering Unmasked Estep Score: -4189436.000000 Penalty: 5432.139160 Iteration 39Q: 3 clusters Score -4189436 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 44698 members Entering Unmasked Estep Score: -4189584.750000 Penalty: 5432.139160 Iteration 40F: 3 clusters Score -4189585 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 45307 members Entering Unmasked Estep Score: -4189759.500000 Penalty: 5432.139160 Iteration 41Q: 3 clusters Score -4189760 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 45934 members Entering Unmasked Estep Score: -4189939.000000 Penalty: 5432.139160 Iteration 42Q: 3 clusters Score -4189939 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 46553 members Entering Unmasked Estep Score: -4190140.000000 Penalty: 5432.139160 Iteration 43Q: 3 clusters Score -4190140 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 47165 members Entering Unmasked Estep Score: -4190313.250000 Penalty: 5432.139160 Iteration 44Q: 3 clusters Score -4190313 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 47758 members Entering Unmasked Estep Score: -4190480.750000 Penalty: 5432.139160 Iteration 45Q: 3 clusters Score -4190481 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 48336 members Entering Unmasked Estep Score: -4190656.250000 Penalty: 5432.139160 Iteration 46Q: 3 clusters Score -4190656 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 48900 members Entering Unmasked Estep Score: -4190845.000000 Penalty: 5432.139160 Iteration 47Q: 3 clusters Score -4190845 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 49465 members Entering Unmasked Estep Score: -4191020.500000 Penalty: 5432.139160 Iteration 48Q: 3 clusters Score -4191020 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 50011 members Entering Unmasked Estep Score: -4191178.250000 Penalty: 5432.139160 Iteration 49Q: 3 clusters Score -4191178 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 50559 members Entering Unmasked Estep Score: -4191388.750000 Penalty: 5432.139160 Iteration 50Q: 3 clusters Score -4191389 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 51090 members Entering Unmasked Estep Score: -4191609.250000 Penalty: 5432.139160 Iteration 51Q: 3 clusters Score -4191609 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 51610 members Entering Unmasked Estep Score: -4191803.750000 Penalty: 5432.139160 Iteration 52Q: 3 clusters Score -4191804 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 52159 members Entering Unmasked Estep Score: -4192023.000000 Penalty: 5432.139160 Iteration 53Q: 3 clusters Score -4192023 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 52658 members Entering Unmasked Estep Score: -4192205.500000 Penalty: 5432.139160 Iteration 54Q: 3 clusters Score -4192206 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 53085 members Entering Unmasked Estep Score: -4192401.250000 Penalty: 5432.139160 Iteration 55Q: 3 clusters Score -4192401 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 53460 members Entering Unmasked Estep Score: -4192550.000000 Penalty: 5432.139160 Iteration 56Q: 3 clusters Score -4192550 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 53774 members Entering Unmasked Estep Score: -4192648.500000 Penalty: 5432.139160 Iteration 57Q: 3 clusters Score -4192648 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 54037 members Entering Unmasked Estep Score: -4192723.000000 Penalty: 5432.139160 Iteration 58Q: 3 clusters Score -4192723 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 54265 members Entering Unmasked Estep Score: -4192804.250000 Penalty: 5432.139160 Iteration 59Q: 3 clusters Score -4192804 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 54458 members Entering Unmasked Estep Score: -4192871.000000 Penalty: 5432.139160 Iteration 60F: 3 clusters Score -4192871 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 54623 members Entering Unmasked Estep Score: -4192935.000000 Penalty: 5432.139160 Iteration 61Q: 3 clusters Score -4192935 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 54766 members Entering Unmasked Estep Score: -4192981.000000 Penalty: 5432.139160 Iteration 62Q: 3 clusters Score -4192981 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 54912 members Entering Unmasked Estep Score: -4193048.750000 Penalty: 5432.139160 Iteration 63Q: 3 clusters Score -4193049 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 55044 members Entering Unmasked Estep Score: -4193089.500000 Penalty: 5432.139160 Iteration 64Q: 3 clusters Score -4193090 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 55163 members Entering Unmasked Estep Score: -4193121.500000 Penalty: 5432.139160 Iteration 65Q: 3 clusters Score -4193122 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 55274 members Entering Unmasked Estep Score: -4193165.000000 Penalty: 5432.139160 Iteration 66Q: 3 clusters Score -4193165 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 55371 members Entering Unmasked Estep Score: -4193193.750000 Penalty: 5432.139160 Iteration 67Q: 3 clusters Score -4193194 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 55458 members Entering Unmasked Estep Score: -4193239.750000 Penalty: 5432.139160 Iteration 68Q: 3 clusters Score -4193240 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 55524 members Entering Unmasked Estep Score: -4193251.250000 Penalty: 5432.139160 Iteration 69Q: 3 clusters Score -4193251 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 55579 members Entering Unmasked Estep Score: -4193261.250000 Penalty: 5432.139160 Iteration 70Q: 3 clusters Score -4193261 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 55626 members Entering Unmasked Estep Score: -4193274.750000 Penalty: 5432.139160 Iteration 71Q: 3 clusters Score -4193275 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 55684 members Entering Unmasked Estep Score: -4193310.500000 Penalty: 5432.139160 Iteration 72Q: 3 clusters Score -4193310 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 55730 members Entering Unmasked Estep Score: -4193321.000000 Penalty: 5432.139160 Iteration 73Q: 3 clusters Score -4193321 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 55776 members Entering Unmasked Estep Score: -4193332.000000 Penalty: 5432.139160 Iteration 74Q: 3 clusters Score -4193332 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 55824 members Entering Unmasked Estep Score: -4193349.750000 Penalty: 5432.139160 Iteration 75Q: 3 clusters Score -4193350 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 55862 members Entering Unmasked Estep Score: -4193368.000000 Penalty: 5432.139160 Iteration 76Q: 3 clusters Score -4193368 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 55891 members Entering Unmasked Estep Score: -4193379.500000 Penalty: 5432.139160 Iteration 77Q: 3 clusters Score -4193380 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 55918 members Entering Unmasked Estep Score: -4193400.750000 Penalty: 5432.139160 Iteration 78Q: 3 clusters Score -4193401 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 55945 members Entering Unmasked Estep Score: -4193411.750000 Penalty: 5432.139160 Iteration 79Q: 3 clusters Score -4193412 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 55971 members Entering Unmasked Estep Score: -4193428.500000 Penalty: 5432.139160 Iteration 80F: 3 clusters Score -4193428 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 55985 members Entering Unmasked Estep Score: -4193435.500000 Penalty: 5432.139160 Iteration 81Q: 3 clusters Score -4193436 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 55992 members Entering Unmasked Estep Score: -4193447.500000 Penalty: 5432.139160 Iteration 82Q: 3 clusters Score -4193448 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 55999 members Entering Unmasked Estep Score: -4193449.000000 Penalty: 5432.139160 Iteration 83Q: 3 clusters Score -4193449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 56005 members Entering Unmasked Estep Score: -4193450.500000 Penalty: 5432.139160 Iteration 84Q: 3 clusters Score -4193450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 56009 members Entering Unmasked Estep Score: -4193449.750000 Penalty: 5432.139160 Iteration 85Q: 3 clusters Score -4193450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 56013 members Entering Unmasked Estep Score: -4193452.750000 Penalty: 5432.139160 Iteration 86Q: 3 clusters Score -4193453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 56017 members Entering Unmasked Estep Score: -4193455.250000 Penalty: 5432.139160 Iteration 87Q: 3 clusters Score -4193455 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 56021 members Entering Unmasked Estep Score: -4193457.000000 Penalty: 5432.139160 Iteration 88Q: 3 clusters Score -4193457 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 56023 members Entering Unmasked Estep Score: -4193456.500000 Penalty: 5432.139160 Iteration 89Q: 3 clusters Score -4193456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 56025 members Entering Unmasked Estep Score: -4193460.000000 Penalty: 5432.139160 Iteration 90Q: 3 clusters Score -4193460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 56027 members Entering Unmasked Estep Score: -4193459.500000 Penalty: 5432.139160 Iteration 91Q: 3 clusters Score -4193460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 56029 members Entering Unmasked Estep Score: -4193465.000000 Penalty: 5432.139160 Iteration 92Q: 3 clusters Score -4193465 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 56029 members Entering Unmasked Estep Score: -4193465.000000 Penalty: 5432.139160 Iteration 93F: 3 clusters Score -4193465 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Entering Unmasked Estep Score: -668809.375000 Penalty: 2262.919189 Iteration 0F: 2 clusters Score -668809.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -661683.250000 Penalty: 4525.838379 Iteration 0F: 3 clusters Score -661683.2 nChanged 3765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -663742.312500 Penalty: 4525.838379 Iteration 1F: 3 clusters Score -663742.3 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -664217.187500 Penalty: 4525.838379 Iteration 2F: 3 clusters Score -664217.2 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -664810.062500 Penalty: 4525.838379 Iteration 3F: 3 clusters Score -664810.1 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -665526.187500 Penalty: 4525.838379 Iteration 4F: 3 clusters Score -665526.2 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -666263.625000 Penalty: 4525.838379 Iteration 5F: 3 clusters Score -666263.6 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -666943.437500 Penalty: 4525.838379 Iteration 6F: 3 clusters Score -666943.4 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -667411.750000 Penalty: 4525.838379 Iteration 7F: 3 clusters Score -667411.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -667670.562500 Penalty: 4525.838379 Iteration 8Q: 3 clusters Score -667670.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -667817.250000 Penalty: 4525.838379 Iteration 9Q: 3 clusters Score -667817.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -667919.312500 Penalty: 4525.838379 Iteration 10Q: 3 clusters Score -667919.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -667995.625000 Penalty: 4525.838379 Iteration 11Q: 3 clusters Score -667995.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -668034.562500 Penalty: 4525.838379 Iteration 12Q: 3 clusters Score -668034.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -668063.437500 Penalty: 4525.838379 Iteration 13Q: 3 clusters Score -668063.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -668077.812500 Penalty: 4525.838379 Iteration 14Q: 3 clusters Score -668077.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -668091.812500 Penalty: 4525.838379 Iteration 15Q: 3 clusters Score -668091.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -668100.625000 Penalty: 4525.838379 Iteration 16Q: 3 clusters Score -668100.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -668104.625000 Penalty: 4525.838379 Iteration 17Q: 3 clusters Score -668104.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -668108.875000 Penalty: 4525.838379 Iteration 18Q: 3 clusters Score -668108.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -668109.687500 Penalty: 4525.838379 Iteration 19Q: 3 clusters Score -668109.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -668111.125000 Penalty: 4525.838379 Iteration 20F: 3 clusters Score -668111.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -668109.062500 Penalty: 4525.838379 Iteration 21Q: 3 clusters Score -668109.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -668112.500000 Penalty: 4525.838379 Iteration 22Q: 3 clusters Score -668112.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -668114.250000 Penalty: 4525.838379 Iteration 23Q: 3 clusters Score -668114.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -668118.375000 Penalty: 4525.838379 Iteration 24Q: 3 clusters Score -668118.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -668119.687500 Penalty: 4525.838379 Iteration 25Q: 3 clusters Score -668119.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -668122.437500 Penalty: 4525.838379 Iteration 26Q: 3 clusters Score -668122.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -668123.437500 Penalty: 4525.838379 Iteration 27Q: 3 clusters Score -668123.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -668123.937500 Penalty: 4525.838379 Iteration 28Q: 3 clusters Score -668123.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -668124.000000 Penalty: 4525.838379 Iteration 29Q: 3 clusters Score -668124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -668126.250000 Penalty: 4525.838379 Iteration 30Q: 3 clusters Score -668126.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -668128.250000 Penalty: 4525.838379 Iteration 31Q: 3 clusters Score -668128.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -668128.750000 Penalty: 4525.838379 Iteration 32Q: 3 clusters Score -668128.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -668129.750000 Penalty: 4525.838379 Iteration 33Q: 3 clusters Score -668129.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -668129.750000 Penalty: 4525.838379 Iteration 34F: 3 clusters Score -668129.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6446 members Mstep: Class 3 contains 5147 members Mstep: Class 4 contains 67996 members Mstep: Class 6 contains 7084 members Mstep: Class 7 contains 5034 members Mstep: Class 8 contains 8591 members Mstep: Class 10 contains 2753 members Mstep: Class 11 contains 13300 members Mstep: Class 13 contains 2840 members Mstep: Class 14 contains 333717 members Mstep: Class 15 contains 2563 members Mstep: Class 17 contains 57062 members Mstep: Class 20 contains 9179 members Entering Unmasked Estep ConsiderDeletion Score: -35670124.000000 Penalty: 42443.699219 Iteration 79Q: 14 clusters Score -3.567012e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6430 members Mstep: Class 3 contains 5020 members Mstep: Class 4 contains 67972 members Mstep: Class 6 contains 7082 members Mstep: Class 7 contains 5033 members Mstep: Class 8 contains 8593 members Mstep: Class 10 contains 2751 members Mstep: Class 11 contains 13301 members Mstep: Class 13 contains 2828 members Mstep: Class 14 contains 333887 members Mstep: Class 15 contains 2563 members Mstep: Class 17 contains 57067 members Mstep: Class 20 contains 9185 members Entering Unmasked Estep ConsiderDeletion Score: -35670152.000000 Penalty: 42443.699219 Iteration 80F: 14 clusters Score -3.567015e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6427 members Mstep: Class 3 contains 4911 members Mstep: Class 4 contains 67957 members Mstep: Class 6 contains 7078 members Mstep: Class 7 contains 5032 members Mstep: Class 8 contains 8594 members Mstep: Class 10 contains 2749 members Mstep: Class 11 contains 13303 members Mstep: Class 13 contains 2825 members Mstep: Class 14 contains 334010 members Mstep: Class 15 contains 2562 members Mstep: Class 17 contains 57073 members Mstep: Class 20 contains 9191 members Entering Unmasked Estep ConsiderDeletion Score: -35670172.000000 Penalty: 42443.699219 Iteration 81Q: 14 clusters Score -3.567017e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6423 members Mstep: Class 3 contains 4822 members Mstep: Class 4 contains 67956 members Mstep: Class 6 contains 7069 members Mstep: Class 7 contains 5031 members Mstep: Class 8 contains 8594 members Mstep: Class 10 contains 2742 members Mstep: Class 11 contains 13296 members Mstep: Class 13 contains 2821 members Mstep: Class 14 contains 334120 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57079 members Mstep: Class 20 contains 9198 members Entering Unmasked Estep ConsiderDeletion Score: -35670192.000000 Penalty: 42443.699219 Iteration 82Q: 14 clusters Score -3.567019e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6417 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 67953 members Mstep: Class 6 contains 7062 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8593 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 13294 members Mstep: Class 13 contains 2817 members Mstep: Class 14 contains 334212 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57080 members Mstep: Class 20 contains 9202 members Entering Unmasked Estep ConsiderDeletion Score: -35670212.000000 Penalty: 42443.699219 Iteration 83Q: 14 clusters Score -3.567021e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6413 members Mstep: Class 3 contains 4706 members Mstep: Class 4 contains 67950 members Mstep: Class 6 contains 7057 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8593 members Mstep: Class 10 contains 2735 members Mstep: Class 11 contains 13293 members Mstep: Class 13 contains 2812 members Mstep: Class 14 contains 334277 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57081 members Mstep: Class 20 contains 9205 members Entering Unmasked Estep ConsiderDeletion Score: -35670208.000000 Penalty: 42443.699219 Iteration 84Q: 14 clusters Score -3.567021e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6417 members Mstep: Class 3 contains 4651 members Mstep: Class 4 contains 67947 members Mstep: Class 6 contains 7054 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8593 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 13293 members Mstep: Class 13 contains 2807 members Mstep: Class 14 contains 334328 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57082 members Mstep: Class 20 contains 9213 members Entering Unmasked Estep ConsiderDeletion Score: -35670292.000000 Penalty: 42443.699219 Iteration 85Q: 14 clusters Score -3.567029e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6416 members Mstep: Class 3 contains 4610 members Mstep: Class 4 contains 67947 members Mstep: Class 6 contains 7048 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8591 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 13290 members Mstep: Class 13 contains 2806 members Mstep: Class 14 contains 334371 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57088 members Mstep: Class 20 contains 9218 members Entering Unmasked Estep ConsiderDeletion Score: -35670292.000000 Penalty: 42443.699219 Iteration 86Q: 14 clusters Score -3.567029e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6420 members Mstep: Class 3 contains 4582 members Mstep: Class 4 contains 67945 members Mstep: Class 6 contains 7043 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2735 members Mstep: Class 11 contains 13289 members Mstep: Class 13 contains 2801 members Mstep: Class 14 contains 334402 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57092 members Mstep: Class 20 contains 9223 members Entering Unmasked Estep ConsiderDeletion Score: -35670292.000000 Penalty: 42443.699219 Iteration 87Q: 14 clusters Score -3.567029e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6420 members Mstep: Class 3 contains 4566 members Mstep: Class 4 contains 67939 members Mstep: Class 6 contains 7039 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2733 members Mstep: Class 11 contains 13289 members Mstep: Class 13 contains 2799 members Mstep: Class 14 contains 334427 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57092 members Mstep: Class 20 contains 9229 members Entering Unmasked Estep ConsiderDeletion Score: -35670284.000000 Penalty: 42443.699219 Iteration 88Q: 14 clusters Score -3.567028e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6421 members Mstep: Class 3 contains 4546 members Mstep: Class 4 contains 67936 members Mstep: Class 6 contains 7037 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2731 members Mstep: Class 11 contains 13288 members Mstep: Class 13 contains 2797 members Mstep: Class 14 contains 334449 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57091 members Mstep: Class 20 contains 9237 members Entering Unmasked Estep ConsiderDeletion Score: -35670308.000000 Penalty: 42443.699219 Iteration 89Q: 14 clusters Score -3.567031e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6418 members Mstep: Class 3 contains 4536 members Mstep: Class 4 contains 67930 members Mstep: Class 6 contains 7034 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2727 members Mstep: Class 11 contains 13287 members Mstep: Class 13 contains 2794 members Mstep: Class 14 contains 334473 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57091 members Mstep: Class 20 contains 9243 members Entering Unmasked Estep ConsiderDeletion Score: -35670320.000000 Penalty: 42443.699219 Iteration 90Q: 14 clusters Score -3.567032e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6412 members Mstep: Class 3 contains 4529 members Mstep: Class 4 contains 67929 members Mstep: Class 6 contains 7032 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8588 members Mstep: Class 10 contains 2726 members Mstep: Class 11 contains 13283 members Mstep: Class 13 contains 2791 members Mstep: Class 14 contains 334491 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57094 members Mstep: Class 20 contains 9247 members Entering Unmasked Estep ConsiderDeletion Score: -35670300.000000 Penalty: 42443.699219 Iteration 91Q: 14 clusters Score -3.56703e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6409 members Mstep: Class 3 contains 4525 members Mstep: Class 4 contains 67930 members Mstep: Class 6 contains 7029 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2724 members Mstep: Class 11 contains 13283 members Mstep: Class 13 contains 2790 members Mstep: Class 14 contains 334495 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57096 members Mstep: Class 20 contains 9252 members Entering Unmasked Estep ConsiderDeletion Score: -35670288.000000 Penalty: 42443.699219 Iteration 92Q: 14 clusters Score -3.567029e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6403 members Mstep: Class 3 contains 4521 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7027 members Mstep: Class 7 contains 5030 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2719 members Mstep: Class 11 contains 13282 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334507 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57099 members Mstep: Class 20 contains 9257 members Entering Unmasked Estep ConsiderDeletion Score: -35670388.000000 Penalty: 42443.699219 Iteration 93Q: 14 clusters Score -3.567039e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6399 members Mstep: Class 3 contains 4516 members Mstep: Class 4 contains 67927 members Mstep: Class 6 contains 7025 members Mstep: Class 7 contains 5028 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2715 members Mstep: Class 11 contains 13282 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334516 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57100 members Mstep: Class 20 contains 9265 members Entering Unmasked Estep ConsiderDeletion Score: -35670348.000000 Penalty: 42443.699219 Iteration 94Q: 14 clusters Score -3.567035e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6397 members Mstep: Class 3 contains 4510 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7023 members Mstep: Class 7 contains 5029 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2712 members Mstep: Class 11 contains 13281 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334523 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57100 members Mstep: Class 20 contains 9270 members Entering Unmasked Estep ConsiderDeletion Score: -35670384.000000 Penalty: 42443.699219 Iteration 95Q: 14 clusters Score -3.567038e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6392 members Mstep: Class 3 contains 4506 members Mstep: Class 4 contains 67929 members Mstep: Class 6 contains 7022 members Mstep: Class 7 contains 5027 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2709 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334533 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9273 members Entering Unmasked Estep ConsiderDeletion Score: -35670336.000000 Penalty: 42443.699219 Iteration 96Q: 14 clusters Score -3.567034e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6387 members Mstep: Class 3 contains 4500 members Mstep: Class 4 contains 67930 members Mstep: Class 6 contains 7021 members Mstep: Class 7 contains 5025 members Mstep: Class 8 contains 8589 members Mstep: Class 10 contains 2709 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334541 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9278 members Entering Unmasked Estep ConsiderDeletion Score: -35670344.000000 Penalty: 42443.699219 Iteration 97Q: 14 clusters Score -3.567034e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6382 members Mstep: Class 3 contains 4496 members Mstep: Class 4 contains 67929 members Mstep: Class 6 contains 7020 members Mstep: Class 7 contains 5022 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2710 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334546 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9286 members Entering Unmasked Estep ConsiderDeletion Score: -35670372.000000 Penalty: 42443.699219 Iteration 98Q: 14 clusters Score -3.567037e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6378 members Mstep: Class 3 contains 4491 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2709 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334552 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57101 members Mstep: Class 20 contains 9293 members Entering Unmasked Estep ConsiderDeletion Score: -35670380.000000 Penalty: 42443.699219 Iteration 99Q: 14 clusters Score -3.567038e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6372 members Mstep: Class 3 contains 4489 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5019 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2707 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 334560 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57101 members Mstep: Class 20 contains 9297 members Entering Unmasked Estep ConsiderDeletion Score: -35670392.000000 Penalty: 42443.699219 Iteration 100F: 14 clusters Score -3.567039e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6369 members Mstep: Class 3 contains 4485 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5019 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334564 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57101 members Mstep: Class 20 contains 9300 members Entering Unmasked Estep ConsiderDeletion Score: -35670384.000000 Penalty: 42443.699219 Iteration 101Q: 14 clusters Score -3.567038e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 3 contains 4482 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5020 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334564 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57101 members Mstep: Class 20 contains 9303 members Entering Unmasked Estep ConsiderDeletion Score: -35670392.000000 Penalty: 42443.699219 Iteration 102Q: 14 clusters Score -3.567039e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 3 contains 4480 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334562 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9305 members Entering Unmasked Estep ConsiderDeletion Score: -35670384.000000 Penalty: 42443.699219 Iteration 103Q: 14 clusters Score -3.567038e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 3 contains 4479 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334561 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9307 members Entering Unmasked Estep ConsiderDeletion Score: -35670380.000000 Penalty: 42443.699219 Iteration 104Q: 14 clusters Score -3.567038e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 3 contains 4478 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334560 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9309 members Entering Unmasked Estep ConsiderDeletion Score: -35670392.000000 Penalty: 42443.699219 Iteration 105Q: 14 clusters Score -3.567039e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 3 contains 4478 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334560 members Mstep: Class 15 contains 2561 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9309 members Entering Unmasked Estep ConsiderDeletion Score: -35670392.000000 Penalty: 42443.699219 Iteration 106F: 14 clusters Score -3.567039e+07 nChanged 0 Entering ConstructFrom: Score: -35670392.000000 Penalty: 42443.699219 Entering ConstructFrom: Trying to split cluster 1 (6368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Entering Unmasked Estep Score: -471680.031250 Penalty: 2172.242188 Iteration 0F: 2 clusters Score -471680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -466281.343750 Penalty: 4344.484375 Iteration 0F: 3 clusters Score -466281.3 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -467617.875000 Penalty: 4344.484375 Iteration 1F: 3 clusters Score -467617.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -467847.625000 Penalty: 4344.484375 Iteration 2F: 3 clusters Score -467847.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -468011.437500 Penalty: 4344.484375 Iteration 3F: 3 clusters Score -468011.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -468156.562500 Penalty: 4344.484375 Iteration 4Q: 3 clusters Score -468156.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -468264.843750 Penalty: 4344.484375 Iteration 5Q: 3 clusters Score -468264.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -468344.750000 Penalty: 4344.484375 Iteration 6Q: 3 clusters Score -468344.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -468405.968750 Penalty: 4344.484375 Iteration 7Q: 3 clusters Score -468406 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -468453.156250 Penalty: 4344.484375 Iteration 8Q: 3 clusters Score -468453.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -468496.781250 Penalty: 4344.484375 Iteration 9Q: 3 clusters Score -468496.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -468540.406250 Penalty: 4344.484375 Iteration 10Q: 3 clusters Score -468540.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -468582.000000 Penalty: 4344.484375 Iteration 11Q: 3 clusters Score -468582 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -468640.562500 Penalty: 4344.484375 Iteration 12Q: 3 clusters Score -468640.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -468707.062500 Penalty: 4344.484375 Iteration 13Q: 3 clusters Score -468707.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -468790.343750 Penalty: 4344.484375 Iteration 14Q: 3 clusters Score -468790.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -468872.687500 Penalty: 4344.484375 Iteration 15Q: 3 clusters Score -468872.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -468954.593750 Penalty: 4344.484375 Iteration 16Q: 3 clusters Score -468954.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -469039.625000 Penalty: 4344.484375 Iteration 17Q: 3 clusters Score -469039.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -469128.843750 Penalty: 4344.484375 Iteration 18Q: 3 clusters Score -469128.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -469230.437500 Penalty: 4344.484375 Iteration 19Q: 3 clusters Score -469230.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -469328.218750 Penalty: 4344.484375 Iteration 20F: 3 clusters Score -469328.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -469403.968750 Penalty: 4344.484375 Iteration 21Q: 3 clusters Score -469404 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -469470.656250 Penalty: 4344.484375 Iteration 22Q: 3 clusters Score -469470.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -469524.187500 Penalty: 4344.484375 Iteration 23Q: 3 clusters Score -469524.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -469565.093750 Penalty: 4344.484375 Iteration 24Q: 3 clusters Score -469565.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -469591.593750 Penalty: 4344.484375 Iteration 25Q: 3 clusters Score -469591.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -469613.687500 Penalty: 4344.484375 Iteration 26Q: 3 clusters Score -469613.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -469628.312500 Penalty: 4344.484375 Iteration 27Q: 3 clusters Score -469628.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -469642.500000 Penalty: 4344.484375 Iteration 28Q: 3 clusters Score -469642.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -469652.281250 Penalty: 4344.484375 Iteration 29Q: 3 clusters Score -469652.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -469659.000000 Penalty: 4344.484375 Iteration 30Q: 3 clusters Score -469659 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -469668.500000 Penalty: 4344.484375 Iteration 31Q: 3 clusters Score -469668.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -469672.156250 Penalty: 4344.484375 Iteration 32Q: 3 clusters Score -469672.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -469674.906250 Penalty: 4344.484375 Iteration 33Q: 3 clusters Score -469674.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -469680.343750 Penalty: 4344.484375 Iteration 34Q: 3 clusters Score -469680.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -469683.875000 Penalty: 4344.484375 Iteration 35Q: 3 clusters Score -469683.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -469689.406250 Penalty: 4344.484375 Iteration 36Q: 3 clusters Score -469689.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -469697.281250 Penalty: 4344.484375 Iteration 37Q: 3 clusters Score -469697.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -469704.812500 Penalty: 4344.484375 Iteration 38Q: 3 clusters Score -469704.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -469712.625000 Penalty: 4344.484375 Iteration 39Q: 3 clusters Score -469712.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -469717.000000 Penalty: 4344.484375 Iteration 40F: 3 clusters Score -469717 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -469721.312500 Penalty: 4344.484375 Iteration 41Q: 3 clusters Score -469721.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -469723.937500 Penalty: 4344.484375 Iteration 42Q: 3 clusters Score -469723.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -469727.406250 Penalty: 4344.484375 Iteration 43Q: 3 clusters Score -469727.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -469728.375000 Penalty: 4344.484375 Iteration 44Q: 3 clusters Score -469728.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -469728.375000 Penalty: 4344.484375 Iteration 45F: 3 clusters Score -469728.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Entering Unmasked Estep Score: -335797.406250 Penalty: 2084.919189 Iteration 0F: 2 clusters Score -335797.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -331581.406250 Penalty: 4169.838379 Iteration 0F: 3 clusters Score -331581.4 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -332526.718750 Penalty: 4169.838379 Iteration 1F: 3 clusters Score -332526.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -332717.687500 Penalty: 4169.838379 Iteration 2F: 3 clusters Score -332717.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -332820.593750 Penalty: 4169.838379 Iteration 3Q: 3 clusters Score -332820.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -332893.687500 Penalty: 4169.838379 Iteration 4Q: 3 clusters Score -332893.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -332936.093750 Penalty: 4169.838379 Iteration 5Q: 3 clusters Score -332936.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -332967.750000 Penalty: 4169.838379 Iteration 6Q: 3 clusters Score -332967.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -332986.968750 Penalty: 4169.838379 Iteration 7Q: 3 clusters Score -332987 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -333004.531250 Penalty: 4169.838379 Iteration 8Q: 3 clusters Score -333004.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -333022.687500 Penalty: 4169.838379 Iteration 9Q: 3 clusters Score -333022.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -333033.093750 Penalty: 4169.838379 Iteration 10Q: 3 clusters Score -333033.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -333041.500000 Penalty: 4169.838379 Iteration 11Q: 3 clusters Score -333041.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -333052.750000 Penalty: 4169.838379 Iteration 12Q: 3 clusters Score -333052.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -333061.875000 Penalty: 4169.838379 Iteration 13Q: 3 clusters Score -333061.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -333070.250000 Penalty: 4169.838379 Iteration 14Q: 3 clusters Score -333070.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -333079.781250 Penalty: 4169.838379 Iteration 15Q: 3 clusters Score -333079.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -333088.281250 Penalty: 4169.838379 Iteration 16Q: 3 clusters Score -333088.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -333097.343750 Penalty: 4169.838379 Iteration 17Q: 3 clusters Score -333097.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -333104.687500 Penalty: 4169.838379 Iteration 18Q: 3 clusters Score -333104.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -333110.687500 Penalty: 4169.838379 Iteration 19Q: 3 clusters Score -333110.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -333118.875000 Penalty: 4169.838379 Iteration 20F: 3 clusters Score -333118.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -333125.000000 Penalty: 4169.838379 Iteration 21Q: 3 clusters Score -333125 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -333129.843750 Penalty: 4169.838379 Iteration 22Q: 3 clusters Score -333129.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -333134.843750 Penalty: 4169.838379 Iteration 23Q: 3 clusters Score -333134.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -333140.093750 Penalty: 4169.838379 Iteration 24Q: 3 clusters Score -333140.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -333145.750000 Penalty: 4169.838379 Iteration 25Q: 3 clusters Score -333145.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -333153.000000 Penalty: 4169.838379 Iteration 26Q: 3 clusters Score -333153 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -333160.062500 Penalty: 4169.838379 Iteration 27Q: 3 clusters Score -333160.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -333166.593750 Penalty: 4169.838379 Iteration 28Q: 3 clusters Score -333166.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -333175.312500 Penalty: 4169.838379 Iteration 29Q: 3 clusters Score -333175.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -333183.468750 Penalty: 4169.838379 Iteration 30Q: 3 clusters Score -333183.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -333189.343750 Penalty: 4169.838379 Iteration 31Q: 3 clusters Score -333189.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -333196.812500 Penalty: 4169.838379 Iteration 32Q: 3 clusters Score -333196.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -333203.937500 Penalty: 4169.838379 Iteration 33Q: 3 clusters Score -333203.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -333212.593750 Penalty: 4169.838379 Iteration 34Q: 3 clusters Score -333212.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -333217.375000 Penalty: 4169.838379 Iteration 35Q: 3 clusters Score -333217.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -333225.625000 Penalty: 4169.838379 Iteration 36Q: 3 clusters Score -333225.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -333237.718750 Penalty: 4169.838379 Iteration 37Q: 3 clusters Score -333237.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -333251.812500 Penalty: 4169.838379 Iteration 38Q: 3 clusters Score -333251.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -333259.500000 Penalty: 4169.838379 Iteration 39Q: 3 clusters Score -333259.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -333269.625000 Penalty: 4169.838379 Iteration 40F: 3 clusters Score -333269.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -333276.781250 Penalty: 4169.838379 Iteration 41Q: 3 clusters Score -333276.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -333283.562500 Penalty: 4169.838379 Iteration 42Q: 3 clusters Score -333283.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -333292.187500 Penalty: 4169.838379 Iteration 43Q: 3 clusters Score -333292.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -333300.906250 Penalty: 4169.838379 Iteration 44Q: 3 clusters Score -333300.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -333306.687500 Penalty: 4169.838379 Iteration 45Q: 3 clusters Score -333306.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -333311.562500 Penalty: 4169.838379 Iteration 46Q: 3 clusters Score -333311.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -333316.468750 Penalty: 4169.838379 Iteration 47Q: 3 clusters Score -333316.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -333319.593750 Penalty: 4169.838379 Iteration 48Q: 3 clusters Score -333319.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -333322.750000 Penalty: 4169.838379 Iteration 49Q: 3 clusters Score -333322.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -333326.875000 Penalty: 4169.838379 Iteration 50Q: 3 clusters Score -333326.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -333333.531250 Penalty: 4169.838379 Iteration 51Q: 3 clusters Score -333333.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -333339.281250 Penalty: 4169.838379 Iteration 52Q: 3 clusters Score -333339.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -333346.250000 Penalty: 4169.838379 Iteration 53Q: 3 clusters Score -333346.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -333357.062500 Penalty: 4169.838379 Iteration 54Q: 3 clusters Score -333357.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -333368.375000 Penalty: 4169.838379 Iteration 55Q: 3 clusters Score -333368.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -333380.687500 Penalty: 4169.838379 Iteration 56Q: 3 clusters Score -333380.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -333390.312500 Penalty: 4169.838379 Iteration 57Q: 3 clusters Score -333390.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -333400.156250 Penalty: 4169.838379 Iteration 58Q: 3 clusters Score -333400.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -333413.031250 Penalty: 4169.838379 Iteration 59Q: 3 clusters Score -333413 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -333427.062500 Penalty: 4169.838379 Iteration 60F: 3 clusters Score -333427.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -333440.468750 Penalty: 4169.838379 Iteration 61Q: 3 clusters Score -333440.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -333454.406250 Penalty: 4169.838379 Iteration 62Q: 3 clusters Score -333454.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -333470.468750 Penalty: 4169.838379 Iteration 63Q: 3 clusters Score -333470.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -333482.218750 Penalty: 4169.838379 Iteration 64Q: 3 clusters Score -333482.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -333500.250000 Penalty: 4169.838379 Iteration 65Q: 3 clusters Score -333500.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -333521.312500 Penalty: 4169.838379 Iteration 66Q: 3 clusters Score -333521.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -333539.250000 Penalty: 4169.838379 Iteration 67Q: 3 clusters Score -333539.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -333556.843750 Penalty: 4169.838379 Iteration 68Q: 3 clusters Score -333556.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -333573.406250 Penalty: 4169.838379 Iteration 69Q: 3 clusters Score -333573.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -333589.906250 Penalty: 4169.838379 Iteration 70Q: 3 clusters Score -333589.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -333606.656250 Penalty: 4169.838379 Iteration 71Q: 3 clusters Score -333606.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -333630.687500 Penalty: 4169.838379 Iteration 72Q: 3 clusters Score -333630.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -333654.437500 Penalty: 4169.838379 Iteration 73Q: 3 clusters Score -333654.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -333683.500000 Penalty: 4169.838379 Iteration 74Q: 3 clusters Score -333683.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -333705.937500 Penalty: 4169.838379 Iteration 75Q: 3 clusters Score -333705.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -333723.500000 Penalty: 4169.838379 Iteration 76Q: 3 clusters Score -333723.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -333739.187500 Penalty: 4169.838379 Iteration 77Q: 3 clusters Score -333739.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -333756.093750 Penalty: 4169.838379 Iteration 78Q: 3 clusters Score -333756.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -333771.781250 Penalty: 4169.838379 Iteration 79Q: 3 clusters Score -333771.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -333779.843750 Penalty: 4169.838379 Iteration 80F: 3 clusters Score -333779.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -333790.750000 Penalty: 4169.838379 Iteration 81Q: 3 clusters Score -333790.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -333802.781250 Penalty: 4169.838379 Iteration 82Q: 3 clusters Score -333802.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -333813.406250 Penalty: 4169.838379 Iteration 83Q: 3 clusters Score -333813.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -333824.312500 Penalty: 4169.838379 Iteration 84Q: 3 clusters Score -333824.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -333836.062500 Penalty: 4169.838379 Iteration 85Q: 3 clusters Score -333836.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -333848.187500 Penalty: 4169.838379 Iteration 86Q: 3 clusters Score -333848.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -333857.968750 Penalty: 4169.838379 Iteration 87Q: 3 clusters Score -333858 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -333865.312500 Penalty: 4169.838379 Iteration 88Q: 3 clusters Score -333865.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -333873.781250 Penalty: 4169.838379 Iteration 89Q: 3 clusters Score -333873.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -333877.718750 Penalty: 4169.838379 Iteration 90Q: 3 clusters Score -333877.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -333882.218750 Penalty: 4169.838379 Iteration 91Q: 3 clusters Score -333882.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -333883.812500 Penalty: 4169.838379 Iteration 92Q: 3 clusters Score -333883.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -333887.125000 Penalty: 4169.838379 Iteration 93Q: 3 clusters Score -333887.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -333890.968750 Penalty: 4169.838379 Iteration 94Q: 3 clusters Score -333891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -333896.062500 Penalty: 4169.838379 Iteration 95Q: 3 clusters Score -333896.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -333900.718750 Penalty: 4169.838379 Iteration 96Q: 3 clusters Score -333900.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -333907.312500 Penalty: 4169.838379 Iteration 97Q: 3 clusters Score -333907.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -333914.937500 Penalty: 4169.838379 Iteration 98Q: 3 clusters Score -333914.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -333921.750000 Penalty: 4169.838379 Iteration 99Q: 3 clusters Score -333921.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -333927.375000 Penalty: 4169.838379 Iteration 100F: 3 clusters Score -333927.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -333929.750000 Penalty: 4169.838379 Iteration 101Q: 3 clusters Score -333929.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -333932.437500 Penalty: 4169.838379 Iteration 102Q: 3 clusters Score -333932.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -333932.406250 Penalty: 4169.838379 Iteration 103Q: 3 clusters Score -333932.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -333932.531250 Penalty: 4169.838379 Iteration 104Q: 3 clusters Score -333932.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -333933.812500 Penalty: 4169.838379 Iteration 105Q: 3 clusters Score -333933.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -333933.812500 Penalty: 4169.838379 Iteration 106F: 3 clusters Score -333933.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (67928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67928 members Entering Unmasked Estep Score: -4673596.000000 Penalty: 2759.298584 Iteration 0F: 2 clusters Score -4673596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33980 members Mstep: Class 2 contains 33948 members Entering Unmasked Estep Score: -4628080.500000 Penalty: 5518.597168 Iteration 0F: 3 clusters Score -4628080 nChanged 31716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34514 members Mstep: Class 2 contains 33414 members Entering Unmasked Estep Score: -4645888.000000 Penalty: 5518.597168 Iteration 1F: 3 clusters Score -4645888 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35197 members Mstep: Class 2 contains 32731 members Entering Unmasked Estep Score: -4646789.500000 Penalty: 5518.597168 Iteration 2Q: 3 clusters Score -4646790 nChanged 2929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36160 members Mstep: Class 2 contains 31768 members Entering Unmasked Estep Score: -4647780.500000 Penalty: 5518.597168 Iteration 3Q: 3 clusters Score -4647780 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37470 members Mstep: Class 2 contains 30458 members Entering Unmasked Estep Score: -4648921.000000 Penalty: 5518.597168 Iteration 4Q: 3 clusters Score -4648921 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39271 members Mstep: Class 2 contains 28657 members Entering Unmasked Estep Score: -4650398.500000 Penalty: 5518.597168 Iteration 5F: 3 clusters Score -4650398 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41513 members Mstep: Class 2 contains 26415 members Entering Unmasked Estep Score: -4652110.000000 Penalty: 5518.597168 Iteration 6F: 3 clusters Score -4652110 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44176 members Mstep: Class 2 contains 23752 members Entering Unmasked Estep Score: -4653899.000000 Penalty: 5518.597168 Iteration 7F: 3 clusters Score -4653899 nChanged 3659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47073 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -4655617.000000 Penalty: 5518.597168 Iteration 8F: 3 clusters Score -4655617 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50021 members Mstep: Class 2 contains 17907 members Entering Unmasked Estep Score: -4657276.500000 Penalty: 5518.597168 Iteration 9Q: 3 clusters Score -4657276 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53026 members Mstep: Class 2 contains 14902 members Entering Unmasked Estep Score: -4658967.000000 Penalty: 5518.597168 Iteration 10Q: 3 clusters Score -4658967 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56041 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -4660774.500000 Penalty: 5518.597168 Iteration 11Q: 3 clusters Score -4660774 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59034 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -4662875.500000 Penalty: 5518.597168 Iteration 12Q: 3 clusters Score -4662876 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61949 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -4665385.000000 Penalty: 5518.597168 Iteration 13Q: 3 clusters Score -4665385 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64445 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -4667921.500000 Penalty: 5518.597168 Iteration 14Q: 3 clusters Score -4667922 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66232 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -4669788.000000 Penalty: 5518.597168 Iteration 15Q: 3 clusters Score -4669788 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67081 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -4670555.500000 Penalty: 5518.597168 Iteration 16Q: 3 clusters Score -4670556 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67341 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -4670808.000000 Penalty: 5518.597168 Iteration 17Q: 3 clusters Score -4670808 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67450 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -4670951.500000 Penalty: 5518.597168 Iteration 18Q: 3 clusters Score -4670952 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67502 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -4671011.000000 Penalty: 5518.597168 Iteration 19Q: 3 clusters Score -4671011 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67530 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -4671090.500000 Penalty: 5518.597168 Iteration 20F: 3 clusters Score -4671090 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67579 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -4671152.500000 Penalty: 5518.597168 Iteration 21Q: 3 clusters Score -4671152 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67602 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -4671186.500000 Penalty: 5518.597168 Iteration 22Q: 3 clusters Score -4671186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67612 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -4671199.500000 Penalty: 5518.597168 Iteration 23Q: 3 clusters Score -4671200 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67618 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -4671209.500000 Penalty: 5518.597168 Iteration 24Q: 3 clusters Score -4671210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67622 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -4671211.000000 Penalty: 5518.597168 Iteration 25Q: 3 clusters Score -4671211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67627 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -4671223.000000 Penalty: 5518.597168 Iteration 26Q: 3 clusters Score -4671223 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67630 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -4671225.500000 Penalty: 5518.597168 Iteration 27Q: 3 clusters Score -4671226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67632 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -4671229.500000 Penalty: 5518.597168 Iteration 28Q: 3 clusters Score -4671230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67634 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -4671241.000000 Penalty: 5518.597168 Iteration 29Q: 3 clusters Score -4671241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67636 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -4671244.000000 Penalty: 5518.597168 Iteration 30Q: 3 clusters Score -4671244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67638 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -4671237.500000 Penalty: 5518.597168 Iteration 31Q: 3 clusters Score -4671238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67639 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -4671242.000000 Penalty: 5518.597168 Iteration 32Q: 3 clusters Score -4671242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67639 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -4671242.000000 Penalty: 5518.597168 Iteration 33F: 3 clusters Score -4671242 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Entering Unmasked Estep Score: -465915.156250 Penalty: 2196.381104 Iteration 0F: 2 clusters Score -465915.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -460175.000000 Penalty: 4392.762207 Iteration 0F: 3 clusters Score -460175 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -461677.062500 Penalty: 4392.762207 Iteration 1F: 3 clusters Score -461677.1 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -461951.906250 Penalty: 4392.762207 Iteration 2F: 3 clusters Score -461951.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -462182.750000 Penalty: 4392.762207 Iteration 3F: 3 clusters Score -462182.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -462398.156250 Penalty: 4392.762207 Iteration 4Q: 3 clusters Score -462398.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -462576.718750 Penalty: 4392.762207 Iteration 5Q: 3 clusters Score -462576.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -462723.375000 Penalty: 4392.762207 Iteration 6Q: 3 clusters Score -462723.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -462840.968750 Penalty: 4392.762207 Iteration 7Q: 3 clusters Score -462841 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -462937.937500 Penalty: 4392.762207 Iteration 8Q: 3 clusters Score -462937.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -463027.656250 Penalty: 4392.762207 Iteration 9Q: 3 clusters Score -463027.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -463098.406250 Penalty: 4392.762207 Iteration 10Q: 3 clusters Score -463098.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -463147.687500 Penalty: 4392.762207 Iteration 11Q: 3 clusters Score -463147.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -463193.812500 Penalty: 4392.762207 Iteration 12Q: 3 clusters Score -463193.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -463233.312500 Penalty: 4392.762207 Iteration 13Q: 3 clusters Score -463233.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -463271.031250 Penalty: 4392.762207 Iteration 14Q: 3 clusters Score -463271 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -463312.625000 Penalty: 4392.762207 Iteration 15Q: 3 clusters Score -463312.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -463361.500000 Penalty: 4392.762207 Iteration 16Q: 3 clusters Score -463361.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -463403.031250 Penalty: 4392.762207 Iteration 17Q: 3 clusters Score -463403 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -463435.093750 Penalty: 4392.762207 Iteration 18Q: 3 clusters Score -463435.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -463462.625000 Penalty: 4392.762207 Iteration 19Q: 3 clusters Score -463462.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -463495.343750 Penalty: 4392.762207 Iteration 20F: 3 clusters Score -463495.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -463526.250000 Penalty: 4392.762207 Iteration 21Q: 3 clusters Score -463526.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -463552.343750 Penalty: 4392.762207 Iteration 22Q: 3 clusters Score -463552.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -463578.468750 Penalty: 4392.762207 Iteration 23Q: 3 clusters Score -463578.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -463598.843750 Penalty: 4392.762207 Iteration 24Q: 3 clusters Score -463598.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -463615.968750 Penalty: 4392.762207 Iteration 25Q: 3 clusters Score -463616 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -463634.250000 Penalty: 4392.762207 Iteration 26Q: 3 clusters Score -463634.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -463651.250000 Penalty: 4392.762207 Iteration 27Q: 3 clusters Score -463651.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -463672.187500 Penalty: 4392.762207 Iteration 28Q: 3 clusters Score -463672.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -463694.593750 Penalty: 4392.762207 Iteration 29Q: 3 clusters Score -463694.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -463719.187500 Penalty: 4392.762207 Iteration 30Q: 3 clusters Score -463719.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -463742.000000 Penalty: 4392.762207 Iteration 31Q: 3 clusters Score -463742 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -463761.125000 Penalty: 4392.762207 Iteration 32Q: 3 clusters Score -463761.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -463777.500000 Penalty: 4392.762207 Iteration 33Q: 3 clusters Score -463777.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -463790.093750 Penalty: 4392.762207 Iteration 34Q: 3 clusters Score -463790.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -463800.562500 Penalty: 4392.762207 Iteration 35Q: 3 clusters Score -463800.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -463812.687500 Penalty: 4392.762207 Iteration 36Q: 3 clusters Score -463812.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -463823.000000 Penalty: 4392.762207 Iteration 37Q: 3 clusters Score -463823 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -463831.593750 Penalty: 4392.762207 Iteration 38Q: 3 clusters Score -463831.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -463839.875000 Penalty: 4392.762207 Iteration 39Q: 3 clusters Score -463839.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -463851.343750 Penalty: 4392.762207 Iteration 40F: 3 clusters Score -463851.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -463862.156250 Penalty: 4392.762207 Iteration 41Q: 3 clusters Score -463862.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -463868.906250 Penalty: 4392.762207 Iteration 42Q: 3 clusters Score -463868.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -463876.843750 Penalty: 4392.762207 Iteration 43Q: 3 clusters Score -463876.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -463882.781250 Penalty: 4392.762207 Iteration 44Q: 3 clusters Score -463882.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -463888.937500 Penalty: 4392.762207 Iteration 45Q: 3 clusters Score -463888.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -463892.656250 Penalty: 4392.762207 Iteration 46Q: 3 clusters Score -463892.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -463895.093750 Penalty: 4392.762207 Iteration 47Q: 3 clusters Score -463895.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -463896.093750 Penalty: 4392.762207 Iteration 48Q: 3 clusters Score -463896.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -463895.750000 Penalty: 4392.762207 Iteration 49Q: 3 clusters Score -463895.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -463897.187500 Penalty: 4392.762207 Iteration 50Q: 3 clusters Score -463897.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -463898.531250 Penalty: 4392.762207 Iteration 51Q: 3 clusters Score -463898.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -463899.250000 Penalty: 4392.762207 Iteration 52Q: 3 clusters Score -463899.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -463901.312500 Penalty: 4392.762207 Iteration 53Q: 3 clusters Score -463901.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -463904.718750 Penalty: 4392.762207 Iteration 54Q: 3 clusters Score -463904.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -463907.781250 Penalty: 4392.762207 Iteration 55Q: 3 clusters Score -463907.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -463910.156250 Penalty: 4392.762207 Iteration 56Q: 3 clusters Score -463910.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -463912.187500 Penalty: 4392.762207 Iteration 57Q: 3 clusters Score -463912.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -463914.531250 Penalty: 4392.762207 Iteration 58Q: 3 clusters Score -463914.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -463915.187500 Penalty: 4392.762207 Iteration 59Q: 3 clusters Score -463915.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -463915.250000 Penalty: 4392.762207 Iteration 60F: 3 clusters Score -463915.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -463915.718750 Penalty: 4392.762207 Iteration 61Q: 3 clusters Score -463915.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -463916.218750 Penalty: 4392.762207 Iteration 62Q: 3 clusters Score -463916.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -463918.343750 Penalty: 4392.762207 Iteration 63Q: 3 clusters Score -463918.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -463918.437500 Penalty: 4392.762207 Iteration 64Q: 3 clusters Score -463918.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -463920.250000 Penalty: 4392.762207 Iteration 65Q: 3 clusters Score -463920.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -463920.781250 Penalty: 4392.762207 Iteration 66Q: 3 clusters Score -463920.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -463922.187500 Penalty: 4392.762207 Iteration 67Q: 3 clusters Score -463922.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -463923.250000 Penalty: 4392.762207 Iteration 68Q: 3 clusters Score -463923.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -463924.375000 Penalty: 4392.762207 Iteration 69Q: 3 clusters Score -463924.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -463924.218750 Penalty: 4392.762207 Iteration 70Q: 3 clusters Score -463924.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -463924.218750 Penalty: 4392.762207 Iteration 71F: 3 clusters Score -463924.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Entering Unmasked Estep Score: -369526.906250 Penalty: 2113.303223 Iteration 0F: 2 clusters Score -369526.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -364983.093750 Penalty: 4226.606445 Iteration 0F: 3 clusters Score -364983.1 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -366104.281250 Penalty: 4226.606445 Iteration 1F: 3 clusters Score -366104.3 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -366324.343750 Penalty: 4226.606445 Iteration 2F: 3 clusters Score -366324.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -366476.156250 Penalty: 4226.606445 Iteration 3F: 3 clusters Score -366476.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -366606.687500 Penalty: 4226.606445 Iteration 4Q: 3 clusters Score -366606.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -366707.625000 Penalty: 4226.606445 Iteration 5Q: 3 clusters Score -366707.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -366799.593750 Penalty: 4226.606445 Iteration 6Q: 3 clusters Score -366799.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -366891.531250 Penalty: 4226.606445 Iteration 7Q: 3 clusters Score -366891.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -366983.906250 Penalty: 4226.606445 Iteration 8Q: 3 clusters Score -366983.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -367078.031250 Penalty: 4226.606445 Iteration 9Q: 3 clusters Score -367078 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -367153.562500 Penalty: 4226.606445 Iteration 10Q: 3 clusters Score -367153.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -367214.531250 Penalty: 4226.606445 Iteration 11Q: 3 clusters Score -367214.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -367269.343750 Penalty: 4226.606445 Iteration 12Q: 3 clusters Score -367269.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -367307.093750 Penalty: 4226.606445 Iteration 13Q: 3 clusters Score -367307.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -367359.093750 Penalty: 4226.606445 Iteration 14Q: 3 clusters Score -367359.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -367417.156250 Penalty: 4226.606445 Iteration 15Q: 3 clusters Score -367417.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -367466.906250 Penalty: 4226.606445 Iteration 16Q: 3 clusters Score -367466.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -367517.781250 Penalty: 4226.606445 Iteration 17Q: 3 clusters Score -367517.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -367559.343750 Penalty: 4226.606445 Iteration 18Q: 3 clusters Score -367559.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -367603.156250 Penalty: 4226.606445 Iteration 19Q: 3 clusters Score -367603.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -367635.906250 Penalty: 4226.606445 Iteration 20F: 3 clusters Score -367635.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -367664.843750 Penalty: 4226.606445 Iteration 21Q: 3 clusters Score -367664.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -367694.187500 Penalty: 4226.606445 Iteration 22Q: 3 clusters Score -367694.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -367717.156250 Penalty: 4226.606445 Iteration 23Q: 3 clusters Score -367717.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -367734.437500 Penalty: 4226.606445 Iteration 24Q: 3 clusters Score -367734.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -367751.687500 Penalty: 4226.606445 Iteration 25Q: 3 clusters Score -367751.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -367766.281250 Penalty: 4226.606445 Iteration 26Q: 3 clusters Score -367766.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -367779.750000 Penalty: 4226.606445 Iteration 27Q: 3 clusters Score -367779.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -367796.093750 Penalty: 4226.606445 Iteration 28Q: 3 clusters Score -367796.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -367805.968750 Penalty: 4226.606445 Iteration 29Q: 3 clusters Score -367806 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -367814.343750 Penalty: 4226.606445 Iteration 30Q: 3 clusters Score -367814.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -367816.375000 Penalty: 4226.606445 Iteration 31Q: 3 clusters Score -367816.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -367818.781250 Penalty: 4226.606445 Iteration 32Q: 3 clusters Score -367818.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -367821.687500 Penalty: 4226.606445 Iteration 33Q: 3 clusters Score -367821.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -367823.437500 Penalty: 4226.606445 Iteration 34Q: 3 clusters Score -367823.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -367826.125000 Penalty: 4226.606445 Iteration 35Q: 3 clusters Score -367826.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -367829.468750 Penalty: 4226.606445 Iteration 36Q: 3 clusters Score -367829.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -367832.718750 Penalty: 4226.606445 Iteration 37Q: 3 clusters Score -367832.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -367835.156250 Penalty: 4226.606445 Iteration 38Q: 3 clusters Score -367835.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -367840.281250 Penalty: 4226.606445 Iteration 39Q: 3 clusters Score -367840.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -367843.468750 Penalty: 4226.606445 Iteration 40F: 3 clusters Score -367843.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -367845.656250 Penalty: 4226.606445 Iteration 41Q: 3 clusters Score -367845.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -367849.125000 Penalty: 4226.606445 Iteration 42Q: 3 clusters Score -367849.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -367850.656250 Penalty: 4226.606445 Iteration 43Q: 3 clusters Score -367850.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -367852.718750 Penalty: 4226.606445 Iteration 44Q: 3 clusters Score -367852.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -367854.906250 Penalty: 4226.606445 Iteration 45Q: 3 clusters Score -367854.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -367855.906250 Penalty: 4226.606445 Iteration 46Q: 3 clusters Score -367855.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -367856.593750 Penalty: 4226.606445 Iteration 47Q: 3 clusters Score -367856.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -367856.593750 Penalty: 4226.606445 Iteration 48F: 3 clusters Score -367856.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Entering Unmasked Estep Score: -599002.687500 Penalty: 2246.471924 Iteration 0F: 2 clusters Score -599002.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -592314.937500 Penalty: 4492.943848 Iteration 0F: 3 clusters Score -592314.9 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -594037.687500 Penalty: 4492.943848 Iteration 1F: 3 clusters Score -594037.7 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -594273.312500 Penalty: 4492.943848 Iteration 2F: 3 clusters Score -594273.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -594464.000000 Penalty: 4492.943848 Iteration 3Q: 3 clusters Score -594464 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -594661.000000 Penalty: 4492.943848 Iteration 4Q: 3 clusters Score -594661 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -594870.500000 Penalty: 4492.943848 Iteration 5Q: 3 clusters Score -594870.5 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -595079.375000 Penalty: 4492.943848 Iteration 6Q: 3 clusters Score -595079.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -595266.812500 Penalty: 4492.943848 Iteration 7Q: 3 clusters Score -595266.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -595405.812500 Penalty: 4492.943848 Iteration 8Q: 3 clusters Score -595405.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -595518.812500 Penalty: 4492.943848 Iteration 9Q: 3 clusters Score -595518.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -595644.125000 Penalty: 4492.943848 Iteration 10Q: 3 clusters Score -595644.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -595766.875000 Penalty: 4492.943848 Iteration 11Q: 3 clusters Score -595766.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -595887.875000 Penalty: 4492.943848 Iteration 12Q: 3 clusters Score -595887.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -596002.500000 Penalty: 4492.943848 Iteration 13Q: 3 clusters Score -596002.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -596116.687500 Penalty: 4492.943848 Iteration 14Q: 3 clusters Score -596116.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -596212.687500 Penalty: 4492.943848 Iteration 15Q: 3 clusters Score -596212.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -596297.562500 Penalty: 4492.943848 Iteration 16Q: 3 clusters Score -596297.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -596400.750000 Penalty: 4492.943848 Iteration 17Q: 3 clusters Score -596400.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -596536.375000 Penalty: 4492.943848 Iteration 18Q: 3 clusters Score -596536.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -596668.750000 Penalty: 4492.943848 Iteration 19Q: 3 clusters Score -596668.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -596771.125000 Penalty: 4492.943848 Iteration 20F: 3 clusters Score -596771.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -596840.750000 Penalty: 4492.943848 Iteration 21Q: 3 clusters Score -596840.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -596897.750000 Penalty: 4492.943848 Iteration 22Q: 3 clusters Score -596897.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -596937.875000 Penalty: 4492.943848 Iteration 23Q: 3 clusters Score -596937.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -596966.750000 Penalty: 4492.943848 Iteration 24Q: 3 clusters Score -596966.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -596991.750000 Penalty: 4492.943848 Iteration 25Q: 3 clusters Score -596991.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -597017.937500 Penalty: 4492.943848 Iteration 26Q: 3 clusters Score -597017.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -597045.187500 Penalty: 4492.943848 Iteration 27Q: 3 clusters Score -597045.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -597070.875000 Penalty: 4492.943848 Iteration 28Q: 3 clusters Score -597070.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -597094.062500 Penalty: 4492.943848 Iteration 29Q: 3 clusters Score -597094.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -597115.312500 Penalty: 4492.943848 Iteration 30Q: 3 clusters Score -597115.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -597134.250000 Penalty: 4492.943848 Iteration 31Q: 3 clusters Score -597134.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -597156.875000 Penalty: 4492.943848 Iteration 32Q: 3 clusters Score -597156.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -597171.875000 Penalty: 4492.943848 Iteration 33Q: 3 clusters Score -597171.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -597190.687500 Penalty: 4492.943848 Iteration 34Q: 3 clusters Score -597190.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -597205.812500 Penalty: 4492.943848 Iteration 35Q: 3 clusters Score -597205.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -597219.937500 Penalty: 4492.943848 Iteration 36Q: 3 clusters Score -597219.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -597233.812500 Penalty: 4492.943848 Iteration 37Q: 3 clusters Score -597233.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -597243.562500 Penalty: 4492.943848 Iteration 38Q: 3 clusters Score -597243.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -597252.750000 Penalty: 4492.943848 Iteration 39Q: 3 clusters Score -597252.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -597260.062500 Penalty: 4492.943848 Iteration 40F: 3 clusters Score -597260.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -597268.625000 Penalty: 4492.943848 Iteration 41Q: 3 clusters Score -597268.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -597280.187500 Penalty: 4492.943848 Iteration 42Q: 3 clusters Score -597280.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -597285.562500 Penalty: 4492.943848 Iteration 43Q: 3 clusters Score -597285.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -597293.062500 Penalty: 4492.943848 Iteration 44Q: 3 clusters Score -597293.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -597301.125000 Penalty: 4492.943848 Iteration 45Q: 3 clusters Score -597301.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -597303.750000 Penalty: 4492.943848 Iteration 46Q: 3 clusters Score -597303.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -597306.375000 Penalty: 4492.943848 Iteration 47Q: 3 clusters Score -597306.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -597313.500000 Penalty: 4492.943848 Iteration 48Q: 3 clusters Score -597313.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -597319.562500 Penalty: 4492.943848 Iteration 49Q: 3 clusters Score -597319.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -597325.312500 Penalty: 4492.943848 Iteration 50Q: 3 clusters Score -597325.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -597331.062500 Penalty: 4492.943848 Iteration 51Q: 3 clusters Score -597331.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -597335.875000 Penalty: 4492.943848 Iteration 52Q: 3 clusters Score -597335.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -597339.437500 Penalty: 4492.943848 Iteration 53Q: 3 clusters Score -597339.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -597349.000000 Penalty: 4492.943848 Iteration 54Q: 3 clusters Score -597349 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -597356.500000 Penalty: 4492.943848 Iteration 55Q: 3 clusters Score -597356.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -597360.437500 Penalty: 4492.943848 Iteration 56Q: 3 clusters Score -597360.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -597361.937500 Penalty: 4492.943848 Iteration 57Q: 3 clusters Score -597361.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -597362.937500 Penalty: 4492.943848 Iteration 58Q: 3 clusters Score -597362.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -597362.312500 Penalty: 4492.943848 Iteration 59Q: 3 clusters Score -597362.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -597362.312500 Penalty: 4492.943848 Iteration 60F: 3 clusters Score -597362.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Entering Unmasked Estep Score: -178547.031250 Penalty: 1960.183472 Iteration 0F: 2 clusters Score -178547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -175448.640625 Penalty: 3920.366943 Iteration 0F: 3 clusters Score -175448.6 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -176013.296875 Penalty: 3920.366943 Iteration 1F: 3 clusters Score -176013.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -176149.531250 Penalty: 3920.366943 Iteration 2F: 3 clusters Score -176149.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -176219.125000 Penalty: 3920.366943 Iteration 3Q: 3 clusters Score -176219.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -176272.593750 Penalty: 3920.366943 Iteration 4Q: 3 clusters Score -176272.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -176316.718750 Penalty: 3920.366943 Iteration 5Q: 3 clusters Score -176316.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -176346.468750 Penalty: 3920.366943 Iteration 6Q: 3 clusters Score -176346.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -176366.937500 Penalty: 3920.366943 Iteration 7Q: 3 clusters Score -176366.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -176385.953125 Penalty: 3920.366943 Iteration 8Q: 3 clusters Score -176386 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -176405.171875 Penalty: 3920.366943 Iteration 9Q: 3 clusters Score -176405.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -176416.218750 Penalty: 3920.366943 Iteration 10Q: 3 clusters Score -176416.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -176427.703125 Penalty: 3920.366943 Iteration 11Q: 3 clusters Score -176427.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -176436.531250 Penalty: 3920.366943 Iteration 12Q: 3 clusters Score -176436.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -176445.250000 Penalty: 3920.366943 Iteration 13Q: 3 clusters Score -176445.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -176451.406250 Penalty: 3920.366943 Iteration 14Q: 3 clusters Score -176451.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -176456.437500 Penalty: 3920.366943 Iteration 15Q: 3 clusters Score -176456.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -176458.250000 Penalty: 3920.366943 Iteration 16Q: 3 clusters Score -176458.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -176460.859375 Penalty: 3920.366943 Iteration 17Q: 3 clusters Score -176460.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -176462.562500 Penalty: 3920.366943 Iteration 18Q: 3 clusters Score -176462.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -176467.468750 Penalty: 3920.366943 Iteration 19Q: 3 clusters Score -176467.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -176470.093750 Penalty: 3920.366943 Iteration 20F: 3 clusters Score -176470.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -176471.343750 Penalty: 3920.366943 Iteration 21Q: 3 clusters Score -176471.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -176472.281250 Penalty: 3920.366943 Iteration 22Q: 3 clusters Score -176472.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -176474.265625 Penalty: 3920.366943 Iteration 23Q: 3 clusters Score -176474.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -176475.812500 Penalty: 3920.366943 Iteration 24Q: 3 clusters Score -176475.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -176477.187500 Penalty: 3920.366943 Iteration 25Q: 3 clusters Score -176477.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -176477.187500 Penalty: 3920.366943 Iteration 26F: 3 clusters Score -176477.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13280 members Entering Unmasked Estep Score: -976526.750000 Penalty: 2354.515625 Iteration 0F: 2 clusters Score -976526.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -966754.250000 Penalty: 4709.031250 Iteration 0F: 3 clusters Score -966754.2 nChanged 5711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -969733.000000 Penalty: 4709.031250 Iteration 1F: 3 clusters Score -969733 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -970058.125000 Penalty: 4709.031250 Iteration 2F: 3 clusters Score -970058.1 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -970332.187500 Penalty: 4709.031250 Iteration 3Q: 3 clusters Score -970332.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -970590.812500 Penalty: 4709.031250 Iteration 4Q: 3 clusters Score -970590.8 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -970878.437500 Penalty: 4709.031250 Iteration 5Q: 3 clusters Score -970878.4 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -971169.937500 Penalty: 4709.031250 Iteration 6Q: 3 clusters Score -971169.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -971437.000000 Penalty: 4709.031250 Iteration 7Q: 3 clusters Score -971437 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -971724.750000 Penalty: 4709.031250 Iteration 8Q: 3 clusters Score -971724.8 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -972050.312500 Penalty: 4709.031250 Iteration 9Q: 3 clusters Score -972050.3 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -972397.000000 Penalty: 4709.031250 Iteration 10Q: 3 clusters Score -972397 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -972781.687500 Penalty: 4709.031250 Iteration 11Q: 3 clusters Score -972781.7 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11220 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -973140.687500 Penalty: 4709.031250 Iteration 12Q: 3 clusters Score -973140.7 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -973461.375000 Penalty: 4709.031250 Iteration 13Q: 3 clusters Score -973461.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -973744.937500 Penalty: 4709.031250 Iteration 14Q: 3 clusters Score -973744.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -973936.625000 Penalty: 4709.031250 Iteration 15Q: 3 clusters Score -973936.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12340 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -974076.312500 Penalty: 4709.031250 Iteration 16Q: 3 clusters Score -974076.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -974165.125000 Penalty: 4709.031250 Iteration 17Q: 3 clusters Score -974165.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -974225.437500 Penalty: 4709.031250 Iteration 18Q: 3 clusters Score -974225.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12587 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -974276.437500 Penalty: 4709.031250 Iteration 19Q: 3 clusters Score -974276.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -974329.375000 Penalty: 4709.031250 Iteration 20F: 3 clusters Score -974329.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -974372.125000 Penalty: 4709.031250 Iteration 21Q: 3 clusters Score -974372.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -974404.875000 Penalty: 4709.031250 Iteration 22Q: 3 clusters Score -974404.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -974425.187500 Penalty: 4709.031250 Iteration 23Q: 3 clusters Score -974425.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -974442.500000 Penalty: 4709.031250 Iteration 24Q: 3 clusters Score -974442.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -974460.750000 Penalty: 4709.031250 Iteration 25Q: 3 clusters Score -974460.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -974472.000000 Penalty: 4709.031250 Iteration 26Q: 3 clusters Score -974472 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -974477.687500 Penalty: 4709.031250 Iteration 27Q: 3 clusters Score -974477.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12792 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -974479.687500 Penalty: 4709.031250 Iteration 28Q: 3 clusters Score -974479.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -974480.562500 Penalty: 4709.031250 Iteration 29Q: 3 clusters Score -974480.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -974480.562500 Penalty: 4709.031250 Iteration 30F: 3 clusters Score -974480.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Entering Unmasked Estep Score: -170524.328125 Penalty: 1967.403809 Iteration 0F: 2 clusters Score -170524.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -167425.718750 Penalty: 3934.807617 Iteration 0F: 3 clusters Score -167425.7 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -168025.703125 Penalty: 3934.807617 Iteration 1F: 3 clusters Score -168025.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -168154.578125 Penalty: 3934.807617 Iteration 2F: 3 clusters Score -168154.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -168218.718750 Penalty: 3934.807617 Iteration 3Q: 3 clusters Score -168218.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -168273.125000 Penalty: 3934.807617 Iteration 4Q: 3 clusters Score -168273.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -168314.765625 Penalty: 3934.807617 Iteration 5Q: 3 clusters Score -168314.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -168345.031250 Penalty: 3934.807617 Iteration 6Q: 3 clusters Score -168345 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -168361.953125 Penalty: 3934.807617 Iteration 7Q: 3 clusters Score -168362 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -168372.531250 Penalty: 3934.807617 Iteration 8Q: 3 clusters Score -168372.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -168383.750000 Penalty: 3934.807617 Iteration 9Q: 3 clusters Score -168383.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -168392.062500 Penalty: 3934.807617 Iteration 10Q: 3 clusters Score -168392.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -168398.359375 Penalty: 3934.807617 Iteration 11Q: 3 clusters Score -168398.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -168402.000000 Penalty: 3934.807617 Iteration 12Q: 3 clusters Score -168402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -168404.453125 Penalty: 3934.807617 Iteration 13Q: 3 clusters Score -168404.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -168405.843750 Penalty: 3934.807617 Iteration 14Q: 3 clusters Score -168405.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -168407.859375 Penalty: 3934.807617 Iteration 15Q: 3 clusters Score -168407.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -168409.078125 Penalty: 3934.807617 Iteration 16Q: 3 clusters Score -168409.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -168411.859375 Penalty: 3934.807617 Iteration 17Q: 3 clusters Score -168411.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -168413.343750 Penalty: 3934.807617 Iteration 18Q: 3 clusters Score -168413.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -168415.343750 Penalty: 3934.807617 Iteration 19Q: 3 clusters Score -168415.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -168417.250000 Penalty: 3934.807617 Iteration 20F: 3 clusters Score -168417.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -168419.203125 Penalty: 3934.807617 Iteration 21Q: 3 clusters Score -168419.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -168421.140625 Penalty: 3934.807617 Iteration 22Q: 3 clusters Score -168421.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -168421.843750 Penalty: 3934.807617 Iteration 23Q: 3 clusters Score -168421.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -168421.843750 Penalty: 3934.807617 Iteration 24F: 3 clusters Score -168421.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (334560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334560 members Entering Unmasked Estep Score: -23078928.000000 Penalty: 3154.701660 Iteration 0F: 2 clusters Score -2.307893e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167236 members Mstep: Class 2 contains 167324 members Entering Unmasked Estep Score: -22854958.000000 Penalty: 6309.403320 Iteration 0F: 3 clusters Score -2.285496e+07 nChanged 162370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166768 members Mstep: Class 2 contains 167792 members Entering Unmasked Estep Score: -22952562.000000 Penalty: 6309.403320 Iteration 1F: 3 clusters Score -2.295256e+07 nChanged 10442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166798 members Mstep: Class 2 contains 167762 members Entering Unmasked Estep Score: -22955276.000000 Penalty: 6309.403320 Iteration 2Q: 3 clusters Score -2.295528e+07 nChanged 11948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166964 members Mstep: Class 2 contains 167596 members Entering Unmasked Estep Score: -22959154.000000 Penalty: 6309.403320 Iteration 3Q: 3 clusters Score -2.295915e+07 nChanged 13934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167666 members Mstep: Class 2 contains 166894 members Entering Unmasked Estep Score: -22964628.000000 Penalty: 6309.403320 Iteration 4Q: 3 clusters Score -2.296463e+07 nChanged 16059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169053 members Mstep: Class 2 contains 165507 members Entering Unmasked Estep Score: -22971932.000000 Penalty: 6309.403320 Iteration 5Q: 3 clusters Score -2.297193e+07 nChanged 17800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171279 members Mstep: Class 2 contains 163281 members Entering Unmasked Estep Score: -22981056.000000 Penalty: 6309.403320 Iteration 6F: 3 clusters Score -2.298106e+07 nChanged 18641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174162 members Mstep: Class 2 contains 160398 members Entering Unmasked Estep Score: -22990950.000000 Penalty: 6309.403320 Iteration 7F: 3 clusters Score -2.299095e+07 nChanged 18502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177014 members Mstep: Class 2 contains 157546 members Entering Unmasked Estep Score: -23001628.000000 Penalty: 6309.403320 Iteration 8F: 3 clusters Score -2.300163e+07 nChanged 17540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179614 members Mstep: Class 2 contains 154946 members Entering Unmasked Estep Score: -23011694.000000 Penalty: 6309.403320 Iteration 9F: 3 clusters Score -2.301169e+07 nChanged 15606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181640 members Mstep: Class 2 contains 152920 members Entering Unmasked Estep Score: -23019420.000000 Penalty: 6309.403320 Iteration 10Q: 3 clusters Score -2.301942e+07 nChanged 12140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183384 members Mstep: Class 2 contains 151176 members Entering Unmasked Estep Score: -23023500.000000 Penalty: 6309.403320 Iteration 11Q: 3 clusters Score -2.30235e+07 nChanged 7819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184971 members Mstep: Class 2 contains 149589 members Entering Unmasked Estep Score: -23025230.000000 Penalty: 6309.403320 Iteration 12Q: 3 clusters Score -2.302523e+07 nChanged 4736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186633 members Mstep: Class 2 contains 147927 members Entering Unmasked Estep Score: -23025832.000000 Penalty: 6309.403320 Iteration 13Q: 3 clusters Score -2.302583e+07 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188426 members Mstep: Class 2 contains 146134 members Entering Unmasked Estep Score: -23026334.000000 Penalty: 6309.403320 Iteration 14Q: 3 clusters Score -2.302633e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190308 members Mstep: Class 2 contains 144252 members Entering Unmasked Estep Score: -23026786.000000 Penalty: 6309.403320 Iteration 15Q: 3 clusters Score -2.302679e+07 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192348 members Mstep: Class 2 contains 142212 members Entering Unmasked Estep Score: -23027020.000000 Penalty: 6309.403320 Iteration 16Q: 3 clusters Score -2.302702e+07 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194499 members Mstep: Class 2 contains 140061 members Entering Unmasked Estep Score: -23027526.000000 Penalty: 6309.403320 Iteration 17Q: 3 clusters Score -2.302753e+07 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196739 members Mstep: Class 2 contains 137821 members Entering Unmasked Estep Score: -23027826.000000 Penalty: 6309.403320 Iteration 18Q: 3 clusters Score -2.302783e+07 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199218 members Mstep: Class 2 contains 135342 members Entering Unmasked Estep Score: -23028298.000000 Penalty: 6309.403320 Iteration 19Q: 3 clusters Score -2.30283e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201935 members Mstep: Class 2 contains 132625 members Entering Unmasked Estep Score: -23028972.000000 Penalty: 6309.403320 Iteration 20F: 3 clusters Score -2.302897e+07 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204890 members Mstep: Class 2 contains 129670 members Entering Unmasked Estep Score: -23029426.000000 Penalty: 6309.403320 Iteration 21Q: 3 clusters Score -2.302943e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208195 members Mstep: Class 2 contains 126365 members Entering Unmasked Estep Score: -23030120.000000 Penalty: 6309.403320 Iteration 22Q: 3 clusters Score -2.303012e+07 nChanged 3530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211663 members Mstep: Class 2 contains 122897 members Entering Unmasked Estep Score: -23030736.000000 Penalty: 6309.403320 Iteration 23Q: 3 clusters Score -2.303074e+07 nChanged 3736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215357 members Mstep: Class 2 contains 119203 members Entering Unmasked Estep Score: -23031344.000000 Penalty: 6309.403320 Iteration 24Q: 3 clusters Score -2.303134e+07 nChanged 3951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219284 members Mstep: Class 2 contains 115276 members Entering Unmasked Estep Score: -23032072.000000 Penalty: 6309.403320 Iteration 25Q: 3 clusters Score -2.303207e+07 nChanged 4233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223481 members Mstep: Class 2 contains 111079 members Entering Unmasked Estep Score: -23032990.000000 Penalty: 6309.403320 Iteration 26Q: 3 clusters Score -2.303299e+07 nChanged 4538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227997 members Mstep: Class 2 contains 106563 members Entering Unmasked Estep Score: -23034058.000000 Penalty: 6309.403320 Iteration 27Q: 3 clusters Score -2.303406e+07 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232681 members Mstep: Class 2 contains 101879 members Entering Unmasked Estep Score: -23035216.000000 Penalty: 6309.403320 Iteration 28Q: 3 clusters Score -2.303522e+07 nChanged 4976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237655 members Mstep: Class 2 contains 96905 members Entering Unmasked Estep Score: -23036808.000000 Penalty: 6309.403320 Iteration 29Q: 3 clusters Score -2.303681e+07 nChanged 5280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242929 members Mstep: Class 2 contains 91631 members Entering Unmasked Estep Score: -23038406.000000 Penalty: 6309.403320 Iteration 30Q: 3 clusters Score -2.303841e+07 nChanged 5431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248356 members Mstep: Class 2 contains 86204 members Entering Unmasked Estep Score: -23040162.000000 Penalty: 6309.403320 Iteration 31Q: 3 clusters Score -2.304016e+07 nChanged 5707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254057 members Mstep: Class 2 contains 80503 members Entering Unmasked Estep Score: -23042074.000000 Penalty: 6309.403320 Iteration 32Q: 3 clusters Score -2.304207e+07 nChanged 5959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260014 members Mstep: Class 2 contains 74546 members Entering Unmasked Estep Score: -23044148.000000 Penalty: 6309.403320 Iteration 33Q: 3 clusters Score -2.304415e+07 nChanged 6129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266141 members Mstep: Class 2 contains 68419 members Entering Unmasked Estep Score: -23046630.000000 Penalty: 6309.403320 Iteration 34Q: 3 clusters Score -2.304663e+07 nChanged 6245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272380 members Mstep: Class 2 contains 62180 members Entering Unmasked Estep Score: -23049328.000000 Penalty: 6309.403320 Iteration 35Q: 3 clusters Score -2.304933e+07 nChanged 6080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278454 members Mstep: Class 2 contains 56106 members Entering Unmasked Estep Score: -23052114.000000 Penalty: 6309.403320 Iteration 36Q: 3 clusters Score -2.305211e+07 nChanged 5991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284441 members Mstep: Class 2 contains 50119 members Entering Unmasked Estep Score: -23054890.000000 Penalty: 6309.403320 Iteration 37Q: 3 clusters Score -2.305489e+07 nChanged 5729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290162 members Mstep: Class 2 contains 44398 members Entering Unmasked Estep Score: -23057772.000000 Penalty: 6309.403320 Iteration 38Q: 3 clusters Score -2.305777e+07 nChanged 5405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295549 members Mstep: Class 2 contains 39011 members Entering Unmasked Estep Score: -23060664.000000 Penalty: 6309.403320 Iteration 39Q: 3 clusters Score -2.306066e+07 nChanged 5024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300557 members Mstep: Class 2 contains 34003 members Entering Unmasked Estep Score: -23063574.000000 Penalty: 6309.403320 Iteration 40F: 3 clusters Score -2.306357e+07 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305223 members Mstep: Class 2 contains 29337 members Entering Unmasked Estep Score: -23066146.000000 Penalty: 6309.403320 Iteration 41Q: 3 clusters Score -2.306615e+07 nChanged 4088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309303 members Mstep: Class 2 contains 25257 members Entering Unmasked Estep Score: -23068468.000000 Penalty: 6309.403320 Iteration 42Q: 3 clusters Score -2.306847e+07 nChanged 3524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312817 members Mstep: Class 2 contains 21743 members Entering Unmasked Estep Score: -23070444.000000 Penalty: 6309.403320 Iteration 43Q: 3 clusters Score -2.307044e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315751 members Mstep: Class 2 contains 18809 members Entering Unmasked Estep Score: -23071908.000000 Penalty: 6309.403320 Iteration 44Q: 3 clusters Score -2.307191e+07 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318258 members Mstep: Class 2 contains 16302 members Entering Unmasked Estep Score: -23072912.000000 Penalty: 6309.403320 Iteration 45Q: 3 clusters Score -2.307291e+07 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320381 members Mstep: Class 2 contains 14179 members Entering Unmasked Estep Score: -23073960.000000 Penalty: 6309.403320 Iteration 46Q: 3 clusters Score -2.307396e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322235 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -23074760.000000 Penalty: 6309.403320 Iteration 47Q: 3 clusters Score -2.307476e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323799 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -23075452.000000 Penalty: 6309.403320 Iteration 48Q: 3 clusters Score -2.307545e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325052 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -23076074.000000 Penalty: 6309.403320 Iteration 49Q: 3 clusters Score -2.307607e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326076 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -23076644.000000 Penalty: 6309.403320 Iteration 50Q: 3 clusters Score -2.307664e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326911 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -23077254.000000 Penalty: 6309.403320 Iteration 51Q: 3 clusters Score -2.307725e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327561 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -23077678.000000 Penalty: 6309.403320 Iteration 52Q: 3 clusters Score -2.307768e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328039 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -23077984.000000 Penalty: 6309.403320 Iteration 53Q: 3 clusters Score -2.307798e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328390 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -23078212.000000 Penalty: 6309.403320 Iteration 54Q: 3 clusters Score -2.307821e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328640 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -23078340.000000 Penalty: 6309.403320 Iteration 55Q: 3 clusters Score -2.307834e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328845 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -23078420.000000 Penalty: 6309.403320 Iteration 56Q: 3 clusters Score -2.307842e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328989 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -23078452.000000 Penalty: 6309.403320 Iteration 57Q: 3 clusters Score -2.307845e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329104 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -23078444.000000 Penalty: 6309.403320 Iteration 58Q: 3 clusters Score -2.307844e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329202 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -23078464.000000 Penalty: 6309.403320 Iteration 59Q: 3 clusters Score -2.307846e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329267 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -23078442.000000 Penalty: 6309.403320 Iteration 60F: 3 clusters Score -2.307844e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329320 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -23078464.000000 Penalty: 6309.403320 Iteration 61Q: 3 clusters Score -2.307846e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329348 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -23078468.000000 Penalty: 6309.403320 Iteration 62Q: 3 clusters Score -2.307847e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329376 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -23078492.000000 Penalty: 6309.403320 Iteration 63Q: 3 clusters Score -2.307849e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329399 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -23078504.000000 Penalty: 6309.403320 Iteration 64Q: 3 clusters Score -2.30785e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329413 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -23078498.000000 Penalty: 6309.403320 Iteration 65Q: 3 clusters Score -2.30785e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329423 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -23078522.000000 Penalty: 6309.403320 Iteration 66Q: 3 clusters Score -2.307852e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329439 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -23078504.000000 Penalty: 6309.403320 Iteration 67Q: 3 clusters Score -2.30785e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329455 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -23078518.000000 Penalty: 6309.403320 Iteration 68Q: 3 clusters Score -2.307852e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329471 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -23078522.000000 Penalty: 6309.403320 Iteration 69Q: 3 clusters Score -2.307852e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329488 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -23078516.000000 Penalty: 6309.403320 Iteration 70Q: 3 clusters Score -2.307852e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329499 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -23078490.000000 Penalty: 6309.403320 Iteration 71Q: 3 clusters Score -2.307849e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329508 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -23078504.000000 Penalty: 6309.403320 Iteration 72Q: 3 clusters Score -2.30785e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329516 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -23078484.000000 Penalty: 6309.403320 Iteration 73Q: 3 clusters Score -2.307848e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329521 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -23078488.000000 Penalty: 6309.403320 Iteration 74Q: 3 clusters Score -2.307849e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329523 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -23078498.000000 Penalty: 6309.403320 Iteration 75Q: 3 clusters Score -2.30785e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329528 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -23078498.000000 Penalty: 6309.403320 Iteration 76Q: 3 clusters Score -2.30785e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329539 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -23078512.000000 Penalty: 6309.403320 Iteration 77Q: 3 clusters Score -2.307851e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329549 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -23078526.000000 Penalty: 6309.403320 Iteration 78Q: 3 clusters Score -2.307853e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329556 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -23078500.000000 Penalty: 6309.403320 Iteration 79Q: 3 clusters Score -2.30785e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329559 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -23078486.000000 Penalty: 6309.403320 Iteration 80F: 3 clusters Score -2.307849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329563 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -23078502.000000 Penalty: 6309.403320 Iteration 81Q: 3 clusters Score -2.30785e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329568 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -23078498.000000 Penalty: 6309.403320 Iteration 82Q: 3 clusters Score -2.30785e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329569 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -23078472.000000 Penalty: 6309.403320 Iteration 83Q: 3 clusters Score -2.307847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329574 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -23078490.000000 Penalty: 6309.403320 Iteration 84Q: 3 clusters Score -2.307849e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329579 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -23078488.000000 Penalty: 6309.403320 Iteration 85Q: 3 clusters Score -2.307849e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329583 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -23078486.000000 Penalty: 6309.403320 Iteration 86Q: 3 clusters Score -2.307849e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329588 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -23078498.000000 Penalty: 6309.403320 Iteration 87Q: 3 clusters Score -2.30785e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329591 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -23078482.000000 Penalty: 6309.403320 Iteration 88Q: 3 clusters Score -2.307848e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329595 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -23078482.000000 Penalty: 6309.403320 Iteration 89Q: 3 clusters Score -2.307848e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329599 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -23078474.000000 Penalty: 6309.403320 Iteration 90Q: 3 clusters Score -2.307847e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329600 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -23078472.000000 Penalty: 6309.403320 Iteration 91Q: 3 clusters Score -2.307847e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329600 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -23078472.000000 Penalty: 6309.403320 Iteration 92F: 3 clusters Score -2.307847e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Entering Unmasked Estep Score: -165509.437500 Penalty: 1946.341919 Iteration 0F: 2 clusters Score -165509.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -162621.531250 Penalty: 3892.683838 Iteration 0F: 3 clusters Score -162621.5 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -163487.109375 Penalty: 3892.683838 Iteration 1F: 3 clusters Score -163487.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -163979.078125 Penalty: 3892.683838 Iteration 2F: 3 clusters Score -163979.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -164419.718750 Penalty: 3892.683838 Iteration 3F: 3 clusters Score -164419.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -164781.078125 Penalty: 3892.683838 Iteration 4F: 3 clusters Score -164781.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -165070.390625 Penalty: 3892.683838 Iteration 5F: 3 clusters Score -165070.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -165277.828125 Penalty: 3892.683838 Iteration 6Q: 3 clusters Score -165277.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -165384.312500 Penalty: 3892.683838 Iteration 7Q: 3 clusters Score -165384.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -165460.375000 Penalty: 3892.683838 Iteration 8Q: 3 clusters Score -165460.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -165505.812500 Penalty: 3892.683838 Iteration 9Q: 3 clusters Score -165505.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -165542.578125 Penalty: 3892.683838 Iteration 10Q: 3 clusters Score -165542.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -165571.656250 Penalty: 3892.683838 Iteration 11Q: 3 clusters Score -165571.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -165587.640625 Penalty: 3892.683838 Iteration 12Q: 3 clusters Score -165587.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -165601.515625 Penalty: 3892.683838 Iteration 13Q: 3 clusters Score -165601.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -165610.062500 Penalty: 3892.683838 Iteration 14Q: 3 clusters Score -165610.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -165614.000000 Penalty: 3892.683838 Iteration 15Q: 3 clusters Score -165614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -165617.968750 Penalty: 3892.683838 Iteration 16Q: 3 clusters Score -165618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -165618.781250 Penalty: 3892.683838 Iteration 17Q: 3 clusters Score -165618.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -165618.781250 Penalty: 3892.683838 Iteration 18F: 3 clusters Score -165618.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 809 members Mstep: Class 3 contains 4478 members Mstep: Class 4 contains 67928 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 5021 members Mstep: Class 8 contains 8590 members Mstep: Class 10 contains 2708 members Mstep: Class 11 contains 13280 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 334560 members Mstep: Class 15 contains 1752 members Mstep: Class 17 contains 57102 members Mstep: Class 20 contains 9309 members Entering Unmasked Estep Score: -35669224.000000 Penalty: 45708.597656 Splitting cluster 15 changes total score from -35670392.000000 to -35669224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (57102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57102 members Entering Unmasked Estep Score: -4198616.000000 Penalty: 2716.243408 Iteration 0F: 2 clusters Score -4198616 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28547 members Mstep: Class 2 contains 28555 members Entering Unmasked Estep Score: -4160096.500000 Penalty: 5432.486816 Iteration 0F: 3 clusters Score -4160096 nChanged 26590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28417 members Mstep: Class 2 contains 28685 members Entering Unmasked Estep Score: -4174755.250000 Penalty: 5432.486816 Iteration 1F: 3 clusters Score -4174755 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28280 members Mstep: Class 2 contains 28822 members Entering Unmasked Estep Score: -4175245.250000 Penalty: 5432.486816 Iteration 2Q: 3 clusters Score -4175245 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28132 members Mstep: Class 2 contains 28970 members Entering Unmasked Estep Score: -4175662.750000 Penalty: 5432.486816 Iteration 3Q: 3 clusters Score -4175663 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27909 members Mstep: Class 2 contains 29193 members Entering Unmasked Estep Score: -4176114.250000 Penalty: 5432.486816 Iteration 4Q: 3 clusters Score -4176114 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27603 members Mstep: Class 2 contains 29499 members Entering Unmasked Estep Score: -4176545.500000 Penalty: 5432.486816 Iteration 5Q: 3 clusters Score -4176546 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27235 members Mstep: Class 2 contains 29867 members Entering Unmasked Estep Score: -4177094.250000 Penalty: 5432.486816 Iteration 6Q: 3 clusters Score -4177094 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26818 members Mstep: Class 2 contains 30284 members Entering Unmasked Estep Score: -4177739.000000 Penalty: 5432.486816 Iteration 7Q: 3 clusters Score -4177739 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26342 members Mstep: Class 2 contains 30760 members Entering Unmasked Estep Score: -4178590.000000 Penalty: 5432.486816 Iteration 8Q: 3 clusters Score -4178590 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25766 members Mstep: Class 2 contains 31336 members Entering Unmasked Estep Score: -4179887.000000 Penalty: 5432.486816 Iteration 9Q: 3 clusters Score -4179887 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25177 members Mstep: Class 2 contains 31925 members Entering Unmasked Estep Score: -4181583.500000 Penalty: 5432.486816 Iteration 10Q: 3 clusters Score -4181584 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24622 members Mstep: Class 2 contains 32480 members Entering Unmasked Estep Score: -4183881.000000 Penalty: 5432.486816 Iteration 11F: 3 clusters Score -4183881 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24321 members Mstep: Class 2 contains 32781 members Entering Unmasked Estep Score: -4186214.500000 Penalty: 5432.486816 Iteration 12F: 3 clusters Score -4186214 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24205 members Mstep: Class 2 contains 32897 members Entering Unmasked Estep Score: -4187737.500000 Penalty: 5432.486816 Iteration 13F: 3 clusters Score -4187738 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 32947 members Entering Unmasked Estep Score: -4188412.750000 Penalty: 5432.486816 Iteration 14Q: 3 clusters Score -4188413 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24072 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -4188655.500000 Penalty: 5432.486816 Iteration 15Q: 3 clusters Score -4188656 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23952 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -4188769.250000 Penalty: 5432.486816 Iteration 16Q: 3 clusters Score -4188769 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23815 members Mstep: Class 2 contains 33287 members Entering Unmasked Estep Score: -4188873.500000 Penalty: 5432.486816 Iteration 17Q: 3 clusters Score -4188874 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 33417 members Entering Unmasked Estep Score: -4188962.000000 Penalty: 5432.486816 Iteration 18Q: 3 clusters Score -4188962 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Mstep: Class 2 contains 33562 members Entering Unmasked Estep Score: -4189047.000000 Penalty: 5432.486816 Iteration 19Q: 3 clusters Score -4189047 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 33689 members Entering Unmasked Estep Score: -4189131.000000 Penalty: 5432.486816 Iteration 20F: 3 clusters Score -4189131 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23282 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -4189215.000000 Penalty: 5432.486816 Iteration 21Q: 3 clusters Score -4189215 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23118 members Mstep: Class 2 contains 33984 members Entering Unmasked Estep Score: -4189288.500000 Penalty: 5432.486816 Iteration 22Q: 3 clusters Score -4189288 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22938 members Mstep: Class 2 contains 34164 members Entering Unmasked Estep Score: -4189347.250000 Penalty: 5432.486816 Iteration 23Q: 3 clusters Score -4189347 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22756 members Mstep: Class 2 contains 34346 members Entering Unmasked Estep Score: -4189440.500000 Penalty: 5432.486816 Iteration 24Q: 3 clusters Score -4189440 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22599 members Mstep: Class 2 contains 34503 members Entering Unmasked Estep Score: -4189502.000000 Penalty: 5432.486816 Iteration 25Q: 3 clusters Score -4189502 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22456 members Mstep: Class 2 contains 34646 members Entering Unmasked Estep Score: -4189559.000000 Penalty: 5432.486816 Iteration 26Q: 3 clusters Score -4189559 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22316 members Mstep: Class 2 contains 34786 members Entering Unmasked Estep Score: -4189625.750000 Penalty: 5432.486816 Iteration 27Q: 3 clusters Score -4189626 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22133 members Mstep: Class 2 contains 34969 members Entering Unmasked Estep Score: -4189675.000000 Penalty: 5432.486816 Iteration 28Q: 3 clusters Score -4189675 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21944 members Mstep: Class 2 contains 35158 members Entering Unmasked Estep Score: -4189706.500000 Penalty: 5432.486816 Iteration 29Q: 3 clusters Score -4189706 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21749 members Mstep: Class 2 contains 35353 members Entering Unmasked Estep Score: -4189756.750000 Penalty: 5432.486816 Iteration 30Q: 3 clusters Score -4189757 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21549 members Mstep: Class 2 contains 35553 members Entering Unmasked Estep Score: -4189812.500000 Penalty: 5432.486816 Iteration 31Q: 3 clusters Score -4189812 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 35768 members Entering Unmasked Estep Score: -4189889.500000 Penalty: 5432.486816 Iteration 32Q: 3 clusters Score -4189890 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21120 members Mstep: Class 2 contains 35982 members Entering Unmasked Estep Score: -4189942.750000 Penalty: 5432.486816 Iteration 33Q: 3 clusters Score -4189943 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 36243 members Entering Unmasked Estep Score: -4190024.250000 Penalty: 5432.486816 Iteration 34Q: 3 clusters Score -4190024 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20596 members Mstep: Class 2 contains 36506 members Entering Unmasked Estep Score: -4190101.500000 Penalty: 5432.486816 Iteration 35Q: 3 clusters Score -4190102 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20308 members Mstep: Class 2 contains 36794 members Entering Unmasked Estep Score: -4190174.250000 Penalty: 5432.486816 Iteration 36Q: 3 clusters Score -4190174 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 37092 members Entering Unmasked Estep Score: -4190268.500000 Penalty: 5432.486816 Iteration 37Q: 3 clusters Score -4190268 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19665 members Mstep: Class 2 contains 37437 members Entering Unmasked Estep Score: -4190342.500000 Penalty: 5432.486816 Iteration 38Q: 3 clusters Score -4190342 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 37793 members Entering Unmasked Estep Score: -4190452.500000 Penalty: 5432.486816 Iteration 39Q: 3 clusters Score -4190452 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18939 members Mstep: Class 2 contains 38163 members Entering Unmasked Estep Score: -4190526.000000 Penalty: 5432.486816 Iteration 40F: 3 clusters Score -4190526 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18566 members Mstep: Class 2 contains 38536 members Entering Unmasked Estep Score: -4190627.000000 Penalty: 5432.486816 Iteration 41Q: 3 clusters Score -4190627 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Mstep: Class 2 contains 38921 members Entering Unmasked Estep Score: -4190697.750000 Penalty: 5432.486816 Iteration 42Q: 3 clusters Score -4190698 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17795 members Mstep: Class 2 contains 39307 members Entering Unmasked Estep Score: -4190777.000000 Penalty: 5432.486816 Iteration 43Q: 3 clusters Score -4190777 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17400 members Mstep: Class 2 contains 39702 members Entering Unmasked Estep Score: -4190883.000000 Penalty: 5432.486816 Iteration 44Q: 3 clusters Score -4190883 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17000 members Mstep: Class 2 contains 40102 members Entering Unmasked Estep Score: -4190966.750000 Penalty: 5432.486816 Iteration 45Q: 3 clusters Score -4190967 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 40535 members Entering Unmasked Estep Score: -4191059.250000 Penalty: 5432.486816 Iteration 46Q: 3 clusters Score -4191059 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 40977 members Entering Unmasked Estep Score: -4191165.250000 Penalty: 5432.486816 Iteration 47Q: 3 clusters Score -4191165 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 41444 members Entering Unmasked Estep Score: -4191253.500000 Penalty: 5432.486816 Iteration 48Q: 3 clusters Score -4191254 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 41916 members Entering Unmasked Estep Score: -4191358.500000 Penalty: 5432.486816 Iteration 49Q: 3 clusters Score -4191358 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14718 members Mstep: Class 2 contains 42384 members Entering Unmasked Estep Score: -4191456.250000 Penalty: 5432.486816 Iteration 50Q: 3 clusters Score -4191456 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 42881 members Entering Unmasked Estep Score: -4191540.750000 Penalty: 5432.486816 Iteration 51Q: 3 clusters Score -4191541 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13691 members Mstep: Class 2 contains 43411 members Entering Unmasked Estep Score: -4191650.750000 Penalty: 5432.486816 Iteration 52Q: 3 clusters Score -4191651 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13145 members Mstep: Class 2 contains 43957 members Entering Unmasked Estep Score: -4191799.750000 Penalty: 5432.486816 Iteration 53Q: 3 clusters Score -4191800 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 44513 members Entering Unmasked Estep Score: -4191932.250000 Penalty: 5432.486816 Iteration 54Q: 3 clusters Score -4191932 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 45125 members Entering Unmasked Estep Score: -4192105.500000 Penalty: 5432.486816 Iteration 55Q: 3 clusters Score -4192106 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 45778 members Entering Unmasked Estep Score: -4192304.000000 Penalty: 5432.486816 Iteration 56Q: 3 clusters Score -4192304 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 46445 members Entering Unmasked Estep Score: -4192497.500000 Penalty: 5432.486816 Iteration 57Q: 3 clusters Score -4192498 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 47106 members Entering Unmasked Estep Score: -4192695.750000 Penalty: 5432.486816 Iteration 58Q: 3 clusters Score -4192696 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 47812 members Entering Unmasked Estep Score: -4192926.750000 Penalty: 5432.486816 Iteration 59Q: 3 clusters Score -4192927 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 48504 members Entering Unmasked Estep Score: -4193172.250000 Penalty: 5432.486816 Iteration 60F: 3 clusters Score -4193172 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 49249 members Entering Unmasked Estep Score: -4193465.250000 Penalty: 5432.486816 Iteration 61Q: 3 clusters Score -4193465 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 49985 members Entering Unmasked Estep Score: -4193732.250000 Penalty: 5432.486816 Iteration 62Q: 3 clusters Score -4193732 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 50669 members Entering Unmasked Estep Score: -4194003.000000 Penalty: 5432.486816 Iteration 63Q: 3 clusters Score -4194003 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 51319 members Entering Unmasked Estep Score: -4194241.500000 Penalty: 5432.486816 Iteration 64Q: 3 clusters Score -4194242 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 51924 members Entering Unmasked Estep Score: -4194493.500000 Penalty: 5432.486816 Iteration 65Q: 3 clusters Score -4194494 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 52503 members Entering Unmasked Estep Score: -4194752.500000 Penalty: 5432.486816 Iteration 66Q: 3 clusters Score -4194752 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 53061 members Entering Unmasked Estep Score: -4194992.500000 Penalty: 5432.486816 Iteration 67Q: 3 clusters Score -4194992 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 53531 members Entering Unmasked Estep Score: -4195185.000000 Penalty: 5432.486816 Iteration 68Q: 3 clusters Score -4195185 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 53920 members Entering Unmasked Estep Score: -4195345.500000 Penalty: 5432.486816 Iteration 69Q: 3 clusters Score -4195346 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 54259 members Entering Unmasked Estep Score: -4195461.500000 Penalty: 5432.486816 Iteration 70Q: 3 clusters Score -4195462 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 54542 members Entering Unmasked Estep Score: -4195581.000000 Penalty: 5432.486816 Iteration 71Q: 3 clusters Score -4195581 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 54777 members Entering Unmasked Estep Score: -4195684.500000 Penalty: 5432.486816 Iteration 72Q: 3 clusters Score -4195684 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 54973 members Entering Unmasked Estep Score: -4195769.000000 Penalty: 5432.486816 Iteration 73Q: 3 clusters Score -4195769 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 55136 members Entering Unmasked Estep Score: -4195842.500000 Penalty: 5432.486816 Iteration 74Q: 3 clusters Score -4195842 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 55300 members Entering Unmasked Estep Score: -4195915.000000 Penalty: 5432.486816 Iteration 75Q: 3 clusters Score -4195915 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 55433 members Entering Unmasked Estep Score: -4195976.000000 Penalty: 5432.486816 Iteration 76Q: 3 clusters Score -4195976 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 55565 members Entering Unmasked Estep Score: -4196048.000000 Penalty: 5432.486816 Iteration 77Q: 3 clusters Score -4196048 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 55674 members Entering Unmasked Estep Score: -4196098.500000 Penalty: 5432.486816 Iteration 78Q: 3 clusters Score -4196098 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 55749 members Entering Unmasked Estep Score: -4196128.000000 Penalty: 5432.486816 Iteration 79Q: 3 clusters Score -4196128 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 55819 members Entering Unmasked Estep Score: -4196164.500000 Penalty: 5432.486816 Iteration 80F: 3 clusters Score -4196164 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 55872 members Entering Unmasked Estep Score: -4196190.000000 Penalty: 5432.486816 Iteration 81Q: 3 clusters Score -4196190 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 55924 members Entering Unmasked Estep Score: -4196219.000000 Penalty: 5432.486816 Iteration 82Q: 3 clusters Score -4196219 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 55953 members Entering Unmasked Estep Score: -4196237.000000 Penalty: 5432.486816 Iteration 83Q: 3 clusters Score -4196237 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 55987 members Entering Unmasked Estep Score: -4196258.000000 Penalty: 5432.486816 Iteration 84Q: 3 clusters Score -4196258 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 56021 members Entering Unmasked Estep Score: -4196275.000000 Penalty: 5432.486816 Iteration 85Q: 3 clusters Score -4196275 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 56047 members Entering Unmasked Estep Score: -4196281.500000 Penalty: 5432.486816 Iteration 86Q: 3 clusters Score -4196282 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 56058 members Entering Unmasked Estep Score: -4196287.500000 Penalty: 5432.486816 Iteration 87Q: 3 clusters Score -4196288 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 56071 members Entering Unmasked Estep Score: -4196293.500000 Penalty: 5432.486816 Iteration 88Q: 3 clusters Score -4196294 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 56082 members Entering Unmasked Estep Score: -4196299.000000 Penalty: 5432.486816 Iteration 89Q: 3 clusters Score -4196299 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 56096 members Entering Unmasked Estep Score: -4196304.500000 Penalty: 5432.486816 Iteration 90Q: 3 clusters Score -4196304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 56104 members Entering Unmasked Estep Score: -4196311.500000 Penalty: 5432.486816 Iteration 91Q: 3 clusters Score -4196312 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 56111 members Entering Unmasked Estep Score: -4196320.000000 Penalty: 5432.486816 Iteration 92Q: 3 clusters Score -4196320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 56123 members Entering Unmasked Estep Score: -4196323.000000 Penalty: 5432.486816 Iteration 93Q: 3 clusters Score -4196323 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -4196323.000000 Penalty: 5432.486816 Iteration 94Q: 3 clusters Score -4196323 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 56142 members Entering Unmasked Estep Score: -4196327.500000 Penalty: 5432.486816 Iteration 95Q: 3 clusters Score -4196328 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 56145 members Entering Unmasked Estep Score: -4196330.500000 Penalty: 5432.486816 Iteration 96Q: 3 clusters Score -4196330 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 56150 members Entering Unmasked Estep Score: -4196337.500000 Penalty: 5432.486816 Iteration 97Q: 3 clusters Score -4196338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 56157 members Entering Unmasked Estep Score: -4196333.000000 Penalty: 5432.486816 Iteration 98Q: 3 clusters Score -4196333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 56164 members Entering Unmasked Estep Score: -4196335.000000 Penalty: 5432.486816 Iteration 99Q: 3 clusters Score -4196335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 56169 members Entering Unmasked Estep Score: -4196338.500000 Penalty: 5432.486816 Iteration 100F: 3 clusters Score -4196338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 56169 members Entering Unmasked Estep Score: -4196344.500000 Penalty: 5432.486816 Iteration 101Q: 3 clusters Score -4196344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 56171 members Entering Unmasked Estep Score: -4196344.000000 Penalty: 5432.486816 Iteration 102Q: 3 clusters Score -4196344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 56174 members Entering Unmasked Estep Score: -4196347.000000 Penalty: 5432.486816 Iteration 103Q: 3 clusters Score -4196347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 56175 members Entering Unmasked Estep Score: -4196346.500000 Penalty: 5432.486816 Iteration 104Q: 3 clusters Score -4196346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 56179 members Entering Unmasked Estep Score: -4196345.500000 Penalty: 5432.486816 Iteration 105Q: 3 clusters Score -4196346 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 56181 members Entering Unmasked Estep Score: -4196347.500000 Penalty: 5432.486816 Iteration 106Q: 3 clusters Score -4196348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 56183 members Entering Unmasked Estep Score: -4196347.500000 Penalty: 5432.486816 Iteration 107Q: 3 clusters Score -4196348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 56185 members Entering Unmasked Estep Score: -4196347.000000 Penalty: 5432.486816 Iteration 108Q: 3 clusters Score -4196347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 56189 members Entering Unmasked Estep Score: -4196355.000000 Penalty: 5432.486816 Iteration 109Q: 3 clusters Score -4196355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 56191 members Entering Unmasked Estep Score: -4196352.000000 Penalty: 5432.486816 Iteration 110Q: 3 clusters Score -4196352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 56195 members Entering Unmasked Estep Score: -4196355.000000 Penalty: 5432.486816 Iteration 111Q: 3 clusters Score -4196355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 56197 members Entering Unmasked Estep Score: -4196357.500000 Penalty: 5432.486816 Iteration 112Q: 3 clusters Score -4196358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 56197 members Entering Unmasked Estep Score: -4196357.500000 Penalty: 5432.486816 Iteration 113F: 3 clusters Score -4196358 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Entering Unmasked Estep Score: -678215.187500 Penalty: 2266.406738 Iteration 0F: 2 clusters Score -678215.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -670905.312500 Penalty: 4532.813477 Iteration 0F: 3 clusters Score -670905.3 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -673114.437500 Penalty: 4532.813477 Iteration 1F: 3 clusters Score -673114.4 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -673424.062500 Penalty: 4532.813477 Iteration 2F: 3 clusters Score -673424.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -673651.375000 Penalty: 4532.813477 Iteration 3F: 3 clusters Score -673651.4 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -673826.500000 Penalty: 4532.813477 Iteration 4Q: 3 clusters Score -673826.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -673980.437500 Penalty: 4532.813477 Iteration 5Q: 3 clusters Score -673980.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -674139.125000 Penalty: 4532.813477 Iteration 6Q: 3 clusters Score -674139.1 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -674340.062500 Penalty: 4532.813477 Iteration 7Q: 3 clusters Score -674340.1 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -674575.687500 Penalty: 4532.813477 Iteration 8Q: 3 clusters Score -674575.7 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -674908.562500 Penalty: 4532.813477 Iteration 9Q: 3 clusters Score -674908.6 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -675381.000000 Penalty: 4532.813477 Iteration 10F: 3 clusters Score -675381 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -675948.062500 Penalty: 4532.813477 Iteration 11F: 3 clusters Score -675948.1 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -676537.187500 Penalty: 4532.813477 Iteration 12F: 3 clusters Score -676537.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -676974.687500 Penalty: 4532.813477 Iteration 13F: 3 clusters Score -676974.7 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -677228.000000 Penalty: 4532.813477 Iteration 14Q: 3 clusters Score -677228 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -677385.125000 Penalty: 4532.813477 Iteration 15Q: 3 clusters Score -677385.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -677498.687500 Penalty: 4532.813477 Iteration 16Q: 3 clusters Score -677498.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -677600.437500 Penalty: 4532.813477 Iteration 17Q: 3 clusters Score -677600.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -677660.125000 Penalty: 4532.813477 Iteration 18Q: 3 clusters Score -677660.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -677701.812500 Penalty: 4532.813477 Iteration 19Q: 3 clusters Score -677701.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -677731.812500 Penalty: 4532.813477 Iteration 20F: 3 clusters Score -677731.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -677755.750000 Penalty: 4532.813477 Iteration 21Q: 3 clusters Score -677755.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -677774.875000 Penalty: 4532.813477 Iteration 22Q: 3 clusters Score -677774.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -677786.500000 Penalty: 4532.813477 Iteration 23Q: 3 clusters Score -677786.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -677797.687500 Penalty: 4532.813477 Iteration 24Q: 3 clusters Score -677797.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -677801.687500 Penalty: 4532.813477 Iteration 25Q: 3 clusters Score -677801.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -677803.000000 Penalty: 4532.813477 Iteration 26Q: 3 clusters Score -677803 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -677808.375000 Penalty: 4532.813477 Iteration 27Q: 3 clusters Score -677808.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -677809.875000 Penalty: 4532.813477 Iteration 28Q: 3 clusters Score -677809.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -677810.812500 Penalty: 4532.813477 Iteration 29Q: 3 clusters Score -677810.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -677810.625000 Penalty: 4532.813477 Iteration 30Q: 3 clusters Score -677810.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -677810.812500 Penalty: 4532.813477 Iteration 31Q: 3 clusters Score -677810.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -677812.687500 Penalty: 4532.813477 Iteration 32Q: 3 clusters Score -677812.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -677812.250000 Penalty: 4532.813477 Iteration 33Q: 3 clusters Score -677812.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -677812.875000 Penalty: 4532.813477 Iteration 34Q: 3 clusters Score -677812.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -677812.937500 Penalty: 4532.813477 Iteration 35Q: 3 clusters Score -677812.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -677813.000000 Penalty: 4532.813477 Iteration 36Q: 3 clusters Score -677813 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -677812.937500 Penalty: 4532.813477 Iteration 37Q: 3 clusters Score -677812.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -677814.687500 Penalty: 4532.813477 Iteration 38Q: 3 clusters Score -677814.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -677813.687500 Penalty: 4532.813477 Iteration 39Q: 3 clusters Score -677813.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -677813.687500 Penalty: 4532.813477 Iteration 40F: 3 clusters Score -677813.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -677815.562500 Penalty: 4532.813477 Iteration 41Q: 3 clusters Score -677815.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -677815.812500 Penalty: 4532.813477 Iteration 42Q: 3 clusters Score -677815.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -677814.312500 Penalty: 4532.813477 Iteration 43Q: 3 clusters Score -677814.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -677816.375000 Penalty: 4532.813477 Iteration 44Q: 3 clusters Score -677816.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -677815.562500 Penalty: 4532.813477 Iteration 45Q: 3 clusters Score -677815.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -677815.250000 Penalty: 4532.813477 Iteration 46Q: 3 clusters Score -677815.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -677815.250000 Penalty: 4532.813477 Iteration 47F: 3 clusters Score -677815.2 nChanged 0 --- Evaluating fit on full set of 1565213 points --- Entering Unmasked Estep Score: -107055248.000000 Penalty: 45985.628906 21->14 Clusters: Score -107055248.000000, best is -107064376.000000 Main iterations: 0 (time per=infms) Total iterations: 4785 (time per=456.083617ms) Iterations metric 2: 314078429184.000000 (time per=6.948456ns) Iterations metric 3: 9422302609408.000000 (time per=231.616432ps) That took 2182.360107 seconds.